{"id":"W6977398576","doi":"10.6084/m9.figshare.c.6588560","title":"Factors associated with referral to physiotherapists for adult patients consulting for musculoskeletal disorders in primary care; an ancillary study to ECOGEN","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Referral; Multidisciplinary approach; Multivariate analysis; Health care; Logistic regression; Musculoskeletal disease; Rehabilitation; Health professionals; Multilevel modelling","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001970229,0.00030442,0.0002838413,0.0002236812,0.00003265961,0.00005768788,0.0001259758,0.0001376639,0.001983045],"category_scores_gemma":[0.0002885806,0.0002740544,0.0000643516,0.0002228612,0.000001637165,0.00008317344,0.00001780293,0.0001177553,0.00006682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002075448,"about_ca_system_score_gemma":0.00004640037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001424518,"about_ca_topic_score_gemma":0.006275585,"domain_scores_codex":[0.9990075,0.00001535245,0.0002112908,0.0003590051,0.0001643674,0.0002424978],"domain_scores_gemma":[0.9994535,0.00005463065,0.0000628812,0.0001435398,0.00019088,0.00009458818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005131059,0.0003175791,0.001581154,0.006502437,0.0002877987,7.668486e-7,0.005668034,0.001294678,0.00001764807,5.070236e-7,0.9814852,0.002792882],"study_design_scores_gemma":[0.00499982,0.00275653,0.03037693,0.01075239,0.00009218583,1.366441e-7,0.007093293,0.0006498912,0.00006258633,0.000008385026,0.9405856,0.002622218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0763282,0.0007616723,0.00006129876,0.00002616731,0.0007895959,0.01674943,0.8348188,0.00240301,0.06806182],"genre_scores_gemma":[0.3885756,0.000005162105,0.0003042906,0.0003426658,0.0003244535,0.006518552,0.5660844,0.002104419,0.03574045],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3122474,"threshold_uncertainty_score":0.9999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03165079381592306,"score_gpt":0.2997624604871802,"score_spread":0.2681116666712571,"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."}}