{"id":"W4391230770","doi":"10.1111/jebm.12582","title":"Consensus for a primary care clinical decision‐making tool for assessing, diagnosing, and managing low back pain in Alberta, Canada","year":2024,"lang":"en","type":"article","venue":"Journal of Evidence-Based Medicine","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; Alberta Health Services; Mount Royal University; Alberta Health; Alberta Bone and Joint Health Institute; Canada Energy Regulator; University of Calgary","funders":"","keywords":"Delphi method; Medicine; Health care; Low back pain; Clinical pathway; Clinical decision making; Delphi; MEDLINE; Physical therapy; Nursing; Family medicine; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1045692,0.00103732,0.001558852,0.0094376,0.007993872,0.006954049,0.005392539,0.00201616,0.006187047],"category_scores_gemma":[0.1559954,0.0009547403,0.003152429,0.008319637,0.002203486,0.001831874,0.006035464,0.002695393,0.0008309354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1037571,"about_ca_system_score_gemma":0.4029306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8629658,"about_ca_topic_score_gemma":0.9232124,"domain_scores_codex":[0.9071049,0.04114401,0.01382114,0.003381639,0.03052891,0.00401943],"domain_scores_gemma":[0.8413772,0.03930704,0.00694694,0.002449207,0.1005391,0.009380503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009851545,0.0007752148,0.1167192,0.01696604,0.001233083,0.002413331,0.02620455,0.008853492,0.001543502,0.01317348,0.2242004,0.5869327],"study_design_scores_gemma":[0.002767906,0.001149804,0.2708074,0.06345871,0.00278359,0.002074861,0.0636645,0.03810914,0.003186143,0.02362918,0.5271228,0.001246038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.23595,0.04678011,0.1448148,0.1435616,0.004764127,0.1038673,0.03767944,0.002634729,0.2799478],"genre_scores_gemma":[0.4436017,0.008319361,0.5070509,0.006335812,0.0002125259,0.017165,0.01063325,0.00019795,0.006483377],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1370342,"threshold_uncertainty_score":0.7528138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0514674864526475,"score_gpt":0.3939665490086469,"score_spread":0.3424990625559994,"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."}}