{"id":"W2340156851","doi":"10.1177/0706743715621259","title":"Choosing Wisely? Let’s Start with Working Wisely","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Referral; Mental health; Specialty; Health care; Quality (philosophy); Nursing; Quality management; Medicine; Operations management; Management system; Family medicine; Psychiatry","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":[0.02929718,0.001594743,0.002473159,0.002230742,0.0155169,0.02028726,0.004218624,0.01728012,0.01768032],"category_scores_gemma":[0.08220666,0.0007665203,0.001870833,0.001419072,0.02806428,0.03175947,0.01348087,0.03405771,0.01198597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006500059,"about_ca_system_score_gemma":0.02483154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008616627,"about_ca_topic_score_gemma":0.01699505,"domain_scores_codex":[0.958341,0.02317301,0.001571089,0.002391225,0.009229458,0.005294173],"domain_scores_gemma":[0.9247027,0.01518583,0.004122806,0.004206873,0.01541287,0.03636888],"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":[0.0001428815,0.0005644573,0.006761832,0.0007592533,0.0001797621,0.001015517,0.01794672,0.0003103944,0.0007883409,0.06237233,0.7794223,0.1297362],"study_design_scores_gemma":[0.00008963505,0.0003780375,0.00372384,0.002695496,0.00007507824,0.001868167,0.05361311,0.0004033229,0.0008506976,0.1445186,0.7915156,0.0002683673],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002954794,0.004400774,0.00589501,0.9638913,0.009815902,0.00008070311,0.00003452971,0.0001783503,0.01274863],"genre_scores_gemma":[0.1006126,0.01467592,0.03846382,0.7970341,0.01106851,0.0004586417,0.0001364456,0.0005036175,0.03704637],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02929718,"threshold_uncertainty_score":0.1549402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4430134962748177,"score_gpt":0.4623126126738843,"score_spread":0.01929911639906662,"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."}}