{"id":"W3188115320","doi":"10.1093/intqhc/mzab120","title":"Combined lumbar spine MRI and CT appropriateness checklist: a quality improvement project in Saskatchewan, Canada","year":2021,"lang":"en","type":"article","venue":"International Journal for Quality in Health Care","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Quality Council; University of Saskatchewan","funders":"","keywords":"Checklist; Requisition; Medicine; Magnetic resonance imaging; Lumbar; Lumbar spine; Radiology; Nuclear medicine; Surgery; Psychology","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":[0.01464247,0.0008336683,0.0005855145,0.002305817,0.00744185,0.003459154,0.003633681,0.001019372,0.003134435],"category_scores_gemma":[0.01849167,0.0009057757,0.0008910308,0.004565002,0.002659772,0.001113139,0.004486016,0.001610169,0.000522246],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.139438,"about_ca_system_score_gemma":0.5318184,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9901547,"about_ca_topic_score_gemma":0.9951286,"domain_scores_codex":[0.9863966,0.003870266,0.0009873756,0.001213009,0.005172556,0.002360249],"domain_scores_gemma":[0.945852,0.004149617,0.003269793,0.002013997,0.02991842,0.0147962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001916168,0.003630195,0.6194872,0.003081921,0.0008227524,0.001698108,0.01562697,0.007306432,0.008833957,0.00236415,0.04821242,0.2870197],"study_design_scores_gemma":[0.000949272,0.002175132,0.9200395,0.001565629,0.0002928383,0.0003197986,0.02736694,0.006099373,0.002333783,0.0004774961,0.03809823,0.0002820544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9270594,0.003260873,0.007912365,0.01912177,0.000389737,0.01392546,0.008296837,0.0006817837,0.01935183],"genre_scores_gemma":[0.9103725,0.003604947,0.04989294,0.007307493,0.00007594124,0.008065587,0.005141814,0.0001701705,0.01536856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.139438,"threshold_uncertainty_score":0.99813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02457294176328224,"score_gpt":0.3970512583818305,"score_spread":0.3724783166185483,"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."}}