{"id":"W4412088295","doi":"10.3390/pr13072162","title":"Intelligent Kick Warning Model Based on Machine Learning","year":2025,"lang":"en","type":"article","venue":"Processes","topic":"Winter Sports Injuries and Performance","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Computer science; Warning system; Artificial intelligence; Machine learning; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001047654,0.0001131064,0.0001647254,0.000121254,0.0001016961,0.00002013123,0.00007436145,0.0000397127,0.0001518891],"category_scores_gemma":[0.0002017965,0.00008832994,0.00003715843,0.0002397966,0.00002643364,0.0000496891,0.00002765035,0.0002650013,0.000021985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003126088,"about_ca_system_score_gemma":0.0002078306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001396832,"about_ca_topic_score_gemma":0.000006052748,"domain_scores_codex":[0.9993483,0.00000507203,0.0001657067,0.000182544,0.0001382623,0.0001601077],"domain_scores_gemma":[0.9996192,0.00003994395,0.00004722316,0.0001377052,0.0001094463,0.00004647486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002620364,0.0008498581,0.4288678,0.01608102,0.0001541879,0.00006116142,0.002711285,0.3508075,0.0003831819,0.0007214118,0.007735897,0.1890063],"study_design_scores_gemma":[0.0004280049,0.0002589978,0.0006195347,0.0009732933,0.00004834577,0.000003122929,0.00007044321,0.8442177,0.0138104,0.0001254169,0.1393197,0.0001251166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3896383,0.01100432,0.3415391,0.01357268,0.0008049271,0.0009410934,0.00001541059,0.0009810551,0.2415031],"genre_scores_gemma":[0.9833325,0.0003138464,0.001223302,0.002013498,0.00005681399,0.00001658998,0.00002276557,0.00001305044,0.01300759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5936943,"threshold_uncertainty_score":0.360199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01531075836517339,"score_gpt":0.2926025094092136,"score_spread":0.2772917510440402,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}