{"id":"W4390611790","doi":"10.3389/fmed.2023.1292481","title":"Appropriateness of specialized care referrals for LBP: a cross-sectional analysis","year":2024,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre intégré universitaire de santé et de services sociaux de la Mauricie-et-du-Centre-du-Québec; Université du Québec à Trois-Rivières","funders":"","keywords":"Medicine; Neurosurgery; Referral; Context (archaeology); Health care; Family medicine; Cross-sectional study; Medical record; Medical emergency; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003294733,0.0002569952,0.0004691627,0.002227527,0.0005209349,0.0008675251,0.0007974557,0.0006067924,0.00172426],"category_scores_gemma":[0.008942746,0.000389758,0.0006294657,0.00263707,0.0006228185,0.0008283183,0.0008657926,0.0005643553,0.0003246181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001353367,"about_ca_system_score_gemma":0.0008465738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02774349,"about_ca_topic_score_gemma":0.02523476,"domain_scores_codex":[0.9966167,0.0008440129,0.0007091329,0.0006309972,0.0009218844,0.0002772855],"domain_scores_gemma":[0.9883155,0.00337757,0.005548628,0.000542873,0.001497008,0.0007184163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002660024,0.00001632032,0.9995809,0.000007390326,0.00002793544,0.00001949832,0.00006714952,0.00001360508,0.00002633993,0.000003219002,0.00003762001,0.0001733287],"study_design_scores_gemma":[0.000002822173,0.00006276423,0.999377,0.000005681077,0.00001415613,0.00007772168,0.0002546948,0.0001303055,0.00001590967,0.000002725052,0.00005336906,0.000002856462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998096,0.0001377108,0.0000946544,0.0000285343,0.000003416971,0.00005148572,0.001260188,0.000004381172,0.0003235018],"genre_scores_gemma":[0.998898,0.00006245914,0.00009453506,0.00002551477,0.000005416082,0.00003787215,0.0008227417,0.000002326402,0.00005124688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02774349,"threshold_uncertainty_score":0.05516398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02736034059007619,"score_gpt":0.3637165345483544,"score_spread":0.3363561939582782,"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."}}