{"id":"W2966687768","doi":"","title":"Overuse in Canada: A Complex Problem in a Complex Healthcare System","year":2019,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Healthcare system; Health care; Computer science; Medicine; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002335168,0.0003483225,0.0007674774,0.002100304,0.01611274,0.0069046,0.00306938,0.003991389,0.00835998],"category_scores_gemma":[0.01173307,0.0005767082,0.0008792988,0.007809465,0.004342335,0.002271837,0.003473178,0.005282479,0.0003599717],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1540461,"about_ca_system_score_gemma":0.3166098,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9966881,"about_ca_topic_score_gemma":0.998762,"domain_scores_codex":[0.994359,0.0006025512,0.0002735286,0.0002839497,0.001820513,0.002660475],"domain_scores_gemma":[0.9713166,0.002014609,0.002668676,0.00028656,0.007501655,0.01621174],"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":[0.0002603667,0.0005153917,0.6029541,0.0007461492,0.0003686689,0.004482674,0.02661567,0.002557281,0.0004417905,0.03019554,0.1991725,0.1316898],"study_design_scores_gemma":[0.00008699814,0.0001623287,0.7568601,0.002021126,0.0002094895,0.001848687,0.1140006,0.004469197,0.0002229586,0.007158514,0.112619,0.0003410662],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5656456,0.01076839,0.000896317,0.3819,0.000887191,0.0002371469,0.003002615,0.0001074169,0.0365554],"genre_scores_gemma":[0.9606873,0.005623181,0.001002786,0.02348703,0.000215774,0.00005142492,0.0006046731,0.00007272832,0.008255162],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8459539,"threshold_uncertainty_score":0.9811866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5209864672133745,"score_gpt":0.4802682737897763,"score_spread":0.04071819342359823,"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."}}