{"id":"W2317114427","doi":"10.1177/0706743716643823","title":"Choosing Wisely","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Children's Hospital; University of Calgary; University of Toronto; Sunnybrook Health Science Centre; PolicyWise for Children & Families; Health Sciences Centre; Alberta Health Services","funders":"National Institutes of Health","keywords":"Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01119453,0.0009308645,0.001199799,0.002843006,0.01774323,0.01898841,0.002657644,0.01148195,0.09050766],"category_scores_gemma":[0.08863884,0.0006325108,0.001138529,0.001458311,0.01270619,0.01237056,0.009527691,0.0250832,0.05307356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006238488,"about_ca_system_score_gemma":0.0292593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008773617,"about_ca_topic_score_gemma":0.03044319,"domain_scores_codex":[0.968447,0.01122635,0.0009938627,0.001910105,0.01234393,0.005078847],"domain_scores_gemma":[0.9269782,0.01033378,0.002049205,0.002122484,0.01678803,0.04172822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002632178,0.0001004619,0.001412154,0.00006124901,0.00003334118,0.0002319525,0.002398652,0.00004032441,0.0001483627,0.02205101,0.9282815,0.04521468],"study_design_scores_gemma":[0.00003194881,0.00004474579,0.0007543885,0.0004928609,0.0000344028,0.0006895715,0.0130243,0.0001045165,0.0001944154,0.05716129,0.9273871,0.00008047678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003813882,0.003352248,0.003211229,0.7956,0.0312681,0.00006930496,0.000104117,0.0002529771,0.1623282],"genre_scores_gemma":[0.06625725,0.004139141,0.006649903,0.7067059,0.01168972,0.0002092331,0.0002013325,0.0006483931,0.2034992],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09050766,"threshold_uncertainty_score":0.3027782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4641160361810061,"score_gpt":0.5069601620184053,"score_spread":0.04284412583739922,"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."}}