{"id":"W2097062116","doi":"10.1186/1748-5908-6-55","title":"Applying psychological theories to evidence-based clinical practice: identifying factors predictive of lumbar spine x-ray for low back pain in UK primary care practice","year":2011,"lang":"en","type":"article","venue":"Implementation Science","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Medical Research Council; Wellcome Trust","keywords":"Medicine; Health administration; Health informatics; Health services research; Clinical Practice; Lumbar spine; Low back pain; Public health; Primary care; Physical therapy; Health care; Back pain; Alternative medicine; Family medicine; Nursing; Surgery; Pathology","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":[0.01721063,0.000329885,0.0005069659,0.003666909,0.000767917,0.003603348,0.001055126,0.001585077,0.001685097],"category_scores_gemma":[0.1437686,0.0004617101,0.0008975442,0.002642806,0.002561123,0.001609335,0.002672598,0.001971141,0.0001511854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00374717,"about_ca_system_score_gemma":0.00565549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01109132,"about_ca_topic_score_gemma":0.01236456,"domain_scores_codex":[0.9846334,0.007609073,0.001817791,0.0006154556,0.004681624,0.0006426048],"domain_scores_gemma":[0.8250636,0.1260768,0.03351816,0.003039709,0.00786273,0.004438984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003886173,0.0001705524,0.9861936,0.000196322,0.00007795995,0.00008613331,0.003160609,0.0002458464,0.00002489196,0.000156817,0.0001531276,0.009495302],"study_design_scores_gemma":[0.0000206783,0.0003228464,0.9893579,0.0003786934,0.00006728039,0.0002520933,0.006120092,0.00253491,0.00003403396,0.0005411411,0.0003511239,0.00001938353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947037,0.001037823,0.0005531142,0.002227069,0.00001746104,0.0001387153,0.0000440471,0.000006756633,0.001271253],"genre_scores_gemma":[0.9988901,0.0003084715,0.000585869,0.00009438117,0.000008057293,0.0000442909,0.0000318536,8.507953e-7,0.00003606771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01721063,"threshold_uncertainty_score":0.09101963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1806942651357043,"score_gpt":0.5256486130802378,"score_spread":0.3449543479445335,"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."}}