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machine learning classification  (Dandong Yichuang Pharmaceutical Co Ltd)

 
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    Dandong Yichuang Pharmaceutical Co Ltd machine learning classification
    Machine Learning Classification, supplied by Dandong Yichuang Pharmaceutical Co Ltd, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/classification/classification+learning+machine/pmc12905990-43-6-23
    Average 86 stars, based on 1 article reviews
    machine learning classification - by Bioz Stars, 2026-09
    86/100 stars

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    other:

    Article Title: From qualitative prediction to quantitative insight: combined meteorological patterns and regional dynamics of severe fever with thrombocytopenia syndrome in Liaoning Province, China, 2010–2024
    Article Snippet: In the first stage, we applied machine learning classification to predict case presence, identified key meteorological drivers of high incidence in Dalian and Dandong, characterized heterogeneity between these areas, and depicted component-specific nonlinear and lag effects.



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    Coronal Plane Alignment of the Knee (CPAK) classification with nine theoretical knee types. Source : Adapted from MacDessi et al. . aHKA, arithmetic hip–knee–ankle angle; HKA, hip–knee–ankle angle; JLO, joint line obliquity; LDFA, lateral distal femoral angle; MPTA, medial proximal tibial angle.

    Journal: Journal of Experimental Orthopaedics

    Article Title: Speaking the same language? A direct cartography between functional knee phenotypes and CPAK

    doi: 10.1002/jeo2.70801

    Figure Lengend Snippet: Coronal Plane Alignment of the Knee (CPAK) classification with nine theoretical knee types. Source : Adapted from MacDessi et al. . aHKA, arithmetic hip–knee–ankle angle; HKA, hip–knee–ankle angle; JLO, joint line obliquity; LDFA, lateral distal femoral angle; MPTA, medial proximal tibial angle.

    Article Snippet: The present study aimed to establish a theoretical mapping between the FKP described by Hirschmann and the CPAK classification by analytically deriving the arithmetic HKA angle and JLO from FMA and TMA.

    Techniques:

    Deterministic mapping between functional knee phenotypes (FMA mean = x ‐coordinate − TMA mean = y ‐coordinate) and CPAK classification femoral. The x ‐axis represents the femoral mechanical angle (FMA): values to the left (FMA < 93°) correspond to varus femoral orientation, values to the right (FMA > 93°) to valgus femoral orientation. The y ‐axis represents the tibial mechanical angle (TMA): values below (TMA < 87°) correspond to varus tibial orientation, values above (TMA > 87°) to valgus tibial orientation. Population means (FMA = 93°, TMA = 87°) serve as phenotypic neutrality references per the Hirschmann classification. CPAK, Coronal Plane Alignment of the Knee.

    Journal: Journal of Experimental Orthopaedics

    Article Title: Speaking the same language? A direct cartography between functional knee phenotypes and CPAK

    doi: 10.1002/jeo2.70801

    Figure Lengend Snippet: Deterministic mapping between functional knee phenotypes (FMA mean = x ‐coordinate − TMA mean = y ‐coordinate) and CPAK classification femoral. The x ‐axis represents the femoral mechanical angle (FMA): values to the left (FMA < 93°) correspond to varus femoral orientation, values to the right (FMA > 93°) to valgus femoral orientation. The y ‐axis represents the tibial mechanical angle (TMA): values below (TMA < 87°) correspond to varus tibial orientation, values above (TMA > 87°) to valgus tibial orientation. Population means (FMA = 93°, TMA = 87°) serve as phenotypic neutrality references per the Hirschmann classification. CPAK, Coronal Plane Alignment of the Knee.

    Article Snippet: The present study aimed to establish a theoretical mapping between the FKP described by Hirschmann and the CPAK classification by analytically deriving the arithmetic HKA angle and JLO from FMA and TMA.

    Techniques: Functional Assay

    Correspondence between functional knee phenotypes and CPAK types across femoral (FMA = x ‐coordinate) and tibial (TMA = y ‐coordinate) mechanical angle intervals. Each functional phenotype corresponds to a 3° angular interval, defined as ± 1.5° around the central femoral (FMA) and tibial (TMA) mechanical angle values. The table illustrates the theoretical mapping between these FMA–TMA intervals and the CPAK classification. When the angular interval of a phenotype intersects several CPAK regions, multiple CPAK types are listed within the same cell. CPAK, Coronal Plane Alignment of the Knee.

    Journal: Journal of Experimental Orthopaedics

    Article Title: Speaking the same language? A direct cartography between functional knee phenotypes and CPAK

    doi: 10.1002/jeo2.70801

    Figure Lengend Snippet: Correspondence between functional knee phenotypes and CPAK types across femoral (FMA = x ‐coordinate) and tibial (TMA = y ‐coordinate) mechanical angle intervals. Each functional phenotype corresponds to a 3° angular interval, defined as ± 1.5° around the central femoral (FMA) and tibial (TMA) mechanical angle values. The table illustrates the theoretical mapping between these FMA–TMA intervals and the CPAK classification. When the angular interval of a phenotype intersects several CPAK regions, multiple CPAK types are listed within the same cell. CPAK, Coronal Plane Alignment of the Knee.

    Article Snippet: The present study aimed to establish a theoretical mapping between the FKP described by Hirschmann and the CPAK classification by analytically deriving the arithmetic HKA angle and JLO from FMA and TMA.

    Techniques: Functional Assay

    Distribution of functional knee phenotypes according to the Hirschmann and MacDessi (CPAK) classifications in osteoarthritic (OA) and non‐osteoarthritic (NO) populations. CPAK distributions obtained from the Hirschmann functional phenotype cohort are compared with those reported in the original CPAK cohort (MacDessi) in NO and OA populations. Four attribution strategies were applied: mean, using the central FMA and TMA values; interval, considering the full angular ranges (±1.5°) of each phenotype; stochastic, using Monte Carlo sampling within these intervals; and rare, selecting CPAK types located at the margins of the compatible aHKA–JLO space. aHKA, arithmetic hip–knee–ankle angle; CPAK, Coronal Plane Alignment of the Knee; FMA, femoral mechanical angle; JLO, joint line obliquity; TMA, total knee arthroplasty.

    Journal: Journal of Experimental Orthopaedics

    Article Title: Speaking the same language? A direct cartography between functional knee phenotypes and CPAK

    doi: 10.1002/jeo2.70801

    Figure Lengend Snippet: Distribution of functional knee phenotypes according to the Hirschmann and MacDessi (CPAK) classifications in osteoarthritic (OA) and non‐osteoarthritic (NO) populations. CPAK distributions obtained from the Hirschmann functional phenotype cohort are compared with those reported in the original CPAK cohort (MacDessi) in NO and OA populations. Four attribution strategies were applied: mean, using the central FMA and TMA values; interval, considering the full angular ranges (±1.5°) of each phenotype; stochastic, using Monte Carlo sampling within these intervals; and rare, selecting CPAK types located at the margins of the compatible aHKA–JLO space. aHKA, arithmetic hip–knee–ankle angle; CPAK, Coronal Plane Alignment of the Knee; FMA, femoral mechanical angle; JLO, joint line obliquity; TMA, total knee arthroplasty.

    Article Snippet: The present study aimed to establish a theoretical mapping between the FKP described by Hirschmann and the CPAK classification by analytically deriving the arithmetic HKA angle and JLO from FMA and TMA.

    Techniques: Functional Assay, Sampling

    Hirschmann‐CPAK (HCT‐9) reading grid. CPAK, Coronal Plane Alignment of the Knee; FMA, femoral mechanical angle; HCT‐9, Hirschmann–CPAK Translational grid; TMA, tibial mechanical angle.

    Journal: Journal of Experimental Orthopaedics

    Article Title: Speaking the same language? A direct cartography between functional knee phenotypes and CPAK

    doi: 10.1002/jeo2.70801

    Figure Lengend Snippet: Hirschmann‐CPAK (HCT‐9) reading grid. CPAK, Coronal Plane Alignment of the Knee; FMA, femoral mechanical angle; HCT‐9, Hirschmann–CPAK Translational grid; TMA, tibial mechanical angle.

    Article Snippet: The present study aimed to establish a theoretical mapping between the FKP described by Hirschmann and the CPAK classification by analytically deriving the arithmetic HKA angle and JLO from FMA and TMA.

    Techniques: