{"id":"W2306761346","doi":"","title":"Evidence Brief: Addressing Overuse of Health Services in Canada","year":2015,"lang":"en","type":"article","venue":"MacSphere (McMaster University)","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; McMaster University","keywords":"Business; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001962974,0.0002041679,0.0005300791,0.0001625089,0.0002837016,0.00001165925,0.0005427203,0.000147821,0.0091156],"category_scores_gemma":[0.0002476234,0.0002261458,0.00003859896,0.000880559,0.00006323263,0.00100972,0.0003988039,0.0007323953,0.00004503622],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003446792,"about_ca_system_score_gemma":0.01318732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9814406,"about_ca_topic_score_gemma":0.9911655,"domain_scores_codex":[0.9938013,0.003706855,0.0007558333,0.0004179759,0.0005809633,0.0007370952],"domain_scores_gemma":[0.9968427,0.001006127,0.0008882584,0.0004583242,0.0003309701,0.0004736378],"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":[0.0003186832,0.00005761762,0.8432888,0.002524158,0.0000253916,0.0001134167,0.01100009,0.00008358905,0.00001972719,0.000724547,0.001901798,0.1399421],"study_design_scores_gemma":[0.002672787,0.0001701103,0.2324026,0.008208339,0.00002943446,0.000003614917,0.1679548,0.0003927805,0.00003277676,0.0001190468,0.5875716,0.0004421145],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.788132,0.003117631,0.000231153,0.01071183,0.001222329,0.001412164,0.00008379729,0.0001118037,0.1949773],"genre_scores_gemma":[0.9657263,0.0002089154,0.0006118123,0.00643649,0.00008050685,0.000002181228,0.000008128634,0.00003166923,0.02689402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6108862,"threshold_uncertainty_score":0.992407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5348316575151815,"score_gpt":0.4420739707140672,"score_spread":0.09275768680111429,"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."}}