{"id":"W2947577613","doi":"10.7202/1060910ar","title":"Overuse of Diagnostic Tests in Canada: A Critical Perspective","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Bioethics","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Perspective (graphical); Normality; Critical discourse analysis; Health promotion; Work (physics); Health care; Sociology; Critical theory; Psychology; Public relations; Epistemology; Positive economics; Social psychology; Political science; Law; Computer science; Ideology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.02294214,0.0008467206,0.001239838,0.005833213,0.0581282,0.02224554,0.006682047,0.02080886,0.00328767],"category_scores_gemma":[0.06577637,0.0008811048,0.0009817259,0.007526614,0.05280113,0.005101009,0.007519372,0.02741781,0.0002394287],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.3878512,"about_ca_system_score_gemma":0.5072819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9930114,"about_ca_topic_score_gemma":0.9937661,"domain_scores_codex":[0.9695976,0.007799027,0.001253196,0.002032782,0.0115161,0.007801221],"domain_scores_gemma":[0.8963581,0.0485905,0.004715103,0.00100486,0.03782667,0.01150473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001526042,0.00009178095,0.008096159,0.0009860035,0.00008456225,0.003595265,0.2983477,0.0008100517,0.0009194547,0.4925531,0.16712,0.02724331],"study_design_scores_gemma":[0.00005699176,0.00004766333,0.006988903,0.003361899,0.0001555644,0.0007326665,0.2663,0.0009732625,0.0008801566,0.0493601,0.6707598,0.0003830019],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03496722,0.02711672,0.0009421923,0.8786125,0.003479046,0.00006832245,0.0001392256,0.00003362793,0.05464118],"genre_scores_gemma":[0.6928006,0.02284597,0.001491041,0.2688692,0.002259998,0.00008710224,0.00007818516,0.00009758124,0.01147031],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6121488,"threshold_uncertainty_score":0.7100058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5829463387421481,"score_gpt":0.5576664317883586,"score_spread":0.02527990695378945,"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."}}