{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004795549,0.0001239853,0.0002302747,0.0002043365,0.001534909,0.00002533462,0.0005524107,0.0001730483,0.001227858],"category_scores_gemma":[0.001358989,0.00006485953,0.0001027619,0.0002084014,0.0001687682,0.0003452238,0.00001818477,0.001107271,0.000557977],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005357873,"about_ca_system_score_gemma":0.01844723,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0367445,"about_ca_topic_score_gemma":0.7407241,"domain_scores_codex":[0.9962749,0.001790882,0.0008623148,0.0001165119,0.0002935953,0.0006617638],"domain_scores_gemma":[0.9963263,0.0008214507,0.0009444594,0.0003929683,0.000487765,0.001027069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000649529,0.00001534209,0.7675087,0.00009555225,0.00007456079,0.0000242905,0.002949492,6.959235e-7,0.00004708281,0.0666362,0.150512,0.01207104],"study_design_scores_gemma":[0.001429005,0.000191739,0.3687329,0.001882868,0.00008749476,0.0001599128,0.005073942,0.000001394068,0.000009296256,0.0991623,0.5230014,0.000267707],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3141504,0.002133369,0.0001845567,0.6635349,0.01080366,0.0002571664,0.00002376564,0.00001511521,0.008897018],"genre_scores_gemma":[0.9708113,0.00007047525,0.001613412,0.02254976,0.003420023,0.000004426345,3.191268e-7,0.00003435505,0.001495936],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7039797,"threshold_uncertainty_score":0.999765,"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."}}