{"id":"W3008592040","doi":"10.2519/jospt.2020.0102","title":"Overcoming Overuse: Improving Musculoskeletal Health Care","year":2020,"lang":"en","type":"editorial","venue":"Journal of Orthopaedic and Sports Physical Therapy","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Harm; Health care; Rehabilitation; Guideline; Medicine; Musculoskeletal pain; Nursing; Physical therapy; Psychology","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003574009,0.0006889724,0.002321852,0.0002321211,0.0009349601,0.00005557651,0.0004453796,0.0009687654,0.0001134384],"category_scores_gemma":[0.001896821,0.0005320109,0.0008070944,0.0003068578,0.0001785219,0.0006481483,0.0001984318,0.00858894,0.00001333684],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006291483,"about_ca_system_score_gemma":0.007802545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005347311,"about_ca_topic_score_gemma":0.00004049824,"domain_scores_codex":[0.9911073,0.002032839,0.002464627,0.0006632954,0.002751121,0.0009808087],"domain_scores_gemma":[0.9882639,0.003225204,0.005669384,0.0004781476,0.001174032,0.001189314],"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":[0.001378552,0.0002615511,0.006245501,0.004458377,0.0002867405,0.000332929,0.02039634,7.444268e-7,0.00004244498,0.0001326065,0.690619,0.2758452],"study_design_scores_gemma":[0.002796311,0.001646786,0.00307824,0.00138048,0.000103161,0.000007232705,0.004347919,0.000007779687,0.000001366395,0.0001957148,0.9859816,0.0004533679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.2219017,0.02763041,0.0001300023,0.008049414,0.7397553,0.001537165,0.0002389423,0.0001247686,0.0006322835],"genre_scores_gemma":[0.08862277,0.01827253,0.000311276,0.004344353,0.8879552,0.00002262007,0.00009969548,0.0001874387,0.00018407],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2953626,"threshold_uncertainty_score":0.9997131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1521435309417158,"score_gpt":0.478683137751236,"score_spread":0.3265396068095202,"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."}}