{"id":"W1937867335","doi":"10.5489/cuaj.1167","title":"The importance of quality indicators: a call to action","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Toronto; University of British Columbia Hospital","funders":"","keywords":"Call to action; Quality (philosophy); Business; Action (physics); Process management; Marketing; Physics; Epistemology; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.005002477,0.00007595585,0.0001851868,0.0001182859,0.001275489,0.00003004619,0.0002157573,0.0002438461,0.0008480751],"category_scores_gemma":[0.003744087,0.00005066728,0.00006509027,0.0002916652,0.00002261676,0.00009791311,0.00003041763,0.0008714449,0.0003841087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001535134,"about_ca_system_score_gemma":0.000776124,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02086165,"about_ca_topic_score_gemma":0.05375432,"domain_scores_codex":[0.9963899,0.001713085,0.0008028647,0.0001235415,0.0003541056,0.000616552],"domain_scores_gemma":[0.9970204,0.000938114,0.0007147831,0.0001503377,0.0003879278,0.0007884385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001044891,0.00001172833,0.8385482,0.00001384129,0.00003152304,0.00000115888,0.0007331119,0.000003338872,0.00001282388,0.007861644,0.1404234,0.01234879],"study_design_scores_gemma":[0.0001098035,0.00004492233,0.6585851,0.000006123632,0.000003687388,4.02659e-7,0.001142398,0.000003738031,7.975906e-7,0.002949355,0.3371117,0.00004204241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7028167,0.00004533228,0.0001429328,0.291497,0.0006218658,0.0005741732,0.00001607281,0.00001745769,0.004268498],"genre_scores_gemma":[0.9578789,0.00005686737,0.0000861913,0.03964161,0.0003622597,0.00008030643,0.000003604917,0.000005592019,0.001884691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2550623,"threshold_uncertainty_score":0.9856585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033810910123508,"score_gpt":0.4347451730688383,"score_spread":0.3313640820564875,"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."}}