{"id":"W3215041531","doi":"10.1111/1475-6773.13917","title":"Choosing Wisely: An idea worth sustaining","year":2021,"lang":"en","type":"article","venue":"Health Services Research","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"MEDLINE; Data science; Actuarial science; Computer science; Medicine; Business; Political science; Law","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":[0.0741217,0.001012267,0.001334539,0.002371023,0.007965389,0.01631492,0.0042547,0.0055143,0.005528614],"category_scores_gemma":[0.08800855,0.0006190225,0.001310388,0.00245444,0.05795097,0.02816387,0.01105874,0.008111183,0.001337389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01171568,"about_ca_system_score_gemma":0.03160333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009524937,"about_ca_topic_score_gemma":0.01435164,"domain_scores_codex":[0.9372289,0.04827947,0.001208768,0.002597106,0.008190132,0.002495724],"domain_scores_gemma":[0.9123623,0.05268318,0.006535252,0.007898103,0.009371129,0.01115001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004555332,0.0004830781,0.03012389,0.003893412,0.0007135929,0.0007524008,0.1470271,0.0009790703,0.001229453,0.3260385,0.1406401,0.3476639],"study_design_scores_gemma":[0.0002033539,0.0007436734,0.006914787,0.00477734,0.0003378975,0.0004182598,0.1228776,0.0008440287,0.0007957983,0.4232243,0.4386753,0.0001875538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05145573,0.01783676,0.03568641,0.8254542,0.004662472,0.0004928854,0.0002211998,0.0004281927,0.06376224],"genre_scores_gemma":[0.7818394,0.009930482,0.05394542,0.1405776,0.002216031,0.001038656,0.0002014549,0.00039676,0.009854151],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0741217,"threshold_uncertainty_score":0.3919977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7960749896930798,"score_gpt":0.6909050092576997,"score_spread":0.1051699804353801,"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."}}