{"id":"W2167695303","doi":"10.2522/ptj.20110371","title":"A Survey of the McKenzie Classification System in the Extremities: Prevalence of Mechanical Syndromes and Preferred Loading Strategies","year":2012,"lang":"en","type":"article","venue":"Physical Therapy","topic":"Bone fractures and treatments","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Observational study; Categorization; Physical therapy; Medical diagnosis; Test (biology); Prospective cohort study; MEDLINE; Physical medicine and rehabilitation; Surgery; Pathology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002654938,0.00008182967,0.0002085767,0.00001465275,0.00002375806,0.000006783285,0.00008735467,0.00003350947,0.000003246062],"category_scores_gemma":[0.00002296565,0.0000370678,0.00005040337,0.0001180543,0.0000743607,0.00007965583,0.00001257648,0.00008803396,4.856554e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001907336,"about_ca_system_score_gemma":0.00002464126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001949547,"about_ca_topic_score_gemma":0.000005619278,"domain_scores_codex":[0.9992679,0.0001947547,0.0001470493,0.0000910597,0.0001898767,0.0001093637],"domain_scores_gemma":[0.9993284,0.0002763261,0.00009699448,0.0002421403,0.00003189761,0.00002418648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009865968,0.003762594,0.8347653,0.001497398,0.000472256,0.000002131285,0.01469191,0.000006088713,0.07559703,0.0517544,0.00006759916,0.01639671],"study_design_scores_gemma":[0.0005777591,0.0001276862,0.9920825,0.0001872599,0.00003316245,0.000005942419,0.0009574772,0.0003297632,0.005359537,0.0002954075,0.000008995934,0.00003450557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981852,0.001051394,0.00001715761,0.00007194388,0.0000327782,0.0003488033,0.00001290274,0.000006917359,0.0002729282],"genre_scores_gemma":[0.9997529,0.0001410798,0.0000119754,0.0000172135,0.00002906038,0.00002387119,0.0000030489,0.000006507356,0.00001432233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1573172,"threshold_uncertainty_score":0.1511581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1026922805899958,"score_gpt":0.3341700765254531,"score_spread":0.2314777959354572,"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."}}