{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001162703,0.0004324587,0.0005367612,0.001307026,0.0007844219,0.001120999,0.0005646069,0.001085606,0.003504298],"category_scores_gemma":[0.003961025,0.000374689,0.0009208605,0.001541517,0.0003646181,0.0005734308,0.001068215,0.0007372231,0.0004933265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185642,"about_ca_system_score_gemma":0.0008733985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04541178,"about_ca_topic_score_gemma":0.06680497,"domain_scores_codex":[0.998512,0.0005859788,0.0001144856,0.000307244,0.0001755286,0.0003047263],"domain_scores_gemma":[0.9962634,0.001043366,0.001487529,0.0001911945,0.0003977285,0.0006166793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004415234,0.00005953132,0.9990838,0.00001503879,0.00004349469,0.00008754001,0.0001164932,0.00001206977,0.00003640708,0.000003742976,0.0001352176,0.0003625147],"study_design_scores_gemma":[0.0000110667,0.0001236652,0.9989458,0.00001572822,0.00003476865,0.0001520654,0.0004658665,0.00009219047,0.00001014014,0.000004286534,0.0001415162,0.00000301953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998777,0.000198131,0.00003566186,0.00007897615,0.000006115979,0.00002048281,0.0005537666,0.000003120732,0.0003267644],"genre_scores_gemma":[0.9990852,0.00008861098,0.00007195041,0.0001191889,0.00001843483,0.0000321014,0.000437306,0.000001870826,0.0001452593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04541178,"threshold_uncertainty_score":0.0902949,"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."}}