{"id":"W3136806883","doi":"10.3390/ijerph18052786","title":"Development of a Patient-Oriented Intervention to Support Patient-Provider Conversations about Unnecessary Lower Back Pain Imaging","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Authority; Saskatchewan Research Council (Canada); Saskatchewan Health; University of Saskatchewan","funders":"Canadian Institutes of Health Research; University of Saskatchewan","keywords":"Intervention (counseling); Medicine; Physical therapy; Psychology; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01510677,0.0009553454,0.0006288266,0.001116655,0.005086338,0.002562774,0.002972577,0.00272139,0.0136384],"category_scores_gemma":[0.04577319,0.0005568129,0.0008917383,0.0006174534,0.002286735,0.00291415,0.006287628,0.00509971,0.001112488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005595032,"about_ca_system_score_gemma":0.02991652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005929613,"about_ca_topic_score_gemma":0.0121135,"domain_scores_codex":[0.9779395,0.01732381,0.0005071163,0.0009137762,0.001820616,0.001495081],"domain_scores_gemma":[0.9632315,0.02132442,0.00201147,0.001012761,0.002563224,0.009856516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002208476,0.02408623,0.01839929,0.006910596,0.0001785623,0.00295018,0.2697861,0.002129035,0.007995374,0.01031054,0.06984591,0.5851997],"study_design_scores_gemma":[0.01012082,0.02155714,0.04830738,0.01252422,0.001009099,0.002431862,0.342703,0.01987141,0.01545503,0.02899111,0.4961463,0.0008824874],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6760283,0.001151932,0.1000453,0.09723751,0.002565225,0.03580442,0.0007740924,0.002872632,0.0835207],"genre_scores_gemma":[0.6943842,0.0009871946,0.2470712,0.01482396,0.0003091473,0.03310904,0.000347196,0.0001160368,0.008852029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01510677,"threshold_uncertainty_score":0.07989317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3633206856860116,"score_gpt":0.5226667516933141,"score_spread":0.1593460660073026,"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."}}