{"id":"W2591711560","doi":"10.1177/2054358117695570","title":"Choosing Wisely","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; Humber River Regional Hospital; McMaster University; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Kidney disease; Nephrology; Family medicine; Internal medicine; Delphi method; Diabetic nephropathy; Intensive care medicine; Kidney","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.002936876,0.0001583564,0.0003924418,0.0002509182,0.00516617,0.0001188693,0.0003917273,0.0001146625,0.0002902452],"category_scores_gemma":[0.1683699,0.0001445384,0.00007686178,0.00006120736,0.0002214126,0.0007605147,0.00003747196,0.001002387,0.00006498498],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00047415,"about_ca_system_score_gemma":0.2435091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04553273,"about_ca_topic_score_gemma":0.01378127,"domain_scores_codex":[0.9966065,0.001055996,0.0009286942,0.0002011945,0.0002587061,0.0009488752],"domain_scores_gemma":[0.8783543,0.0003122828,0.001872958,0.0006118352,0.0005630954,0.1182856],"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":[0.0001299431,0.00001454139,0.5060652,0.001005385,0.00001420957,0.0001973961,0.002034911,1.523094e-7,9.036349e-7,0.001804246,0.4790502,0.009682827],"study_design_scores_gemma":[0.001237121,0.0001303737,0.146684,0.001473482,0.00002888361,0.00001876668,0.001718683,0.0000150387,2.342328e-7,0.003100846,0.8454264,0.000166171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1023471,0.007568227,0.0000674057,0.8828664,0.002835845,0.0005208603,0.0002504829,0.00001410284,0.003529637],"genre_scores_gemma":[0.5688738,0.0006995123,0.0002853974,0.4284193,0.001191815,0.000007903886,0.00001008877,0.00002842395,0.000483769],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4665267,"threshold_uncertainty_score":0.996129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5250915353402176,"score_gpt":0.5381314938973425,"score_spread":0.01303995855712492,"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."}}