{"id":"W2149670533","doi":"","title":"INAPPROPRIATE USE OF EMERGENCY MEDICAL SERVICES IN ONTARIO","year":2013,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical emergency; Emergency medical services; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006023418,0.0003189123,0.0006438963,0.0002695387,0.00004973872,0.000006693976,0.0002503963,0.0004743851,0.2641876],"category_scores_gemma":[0.00002526528,0.0003095151,0.0002151062,0.000449915,0.0000342233,0.0002442778,0.0001048818,0.0006148457,0.00005574923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001815753,"about_ca_system_score_gemma":0.0003331587,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08253834,"about_ca_topic_score_gemma":0.6661144,"domain_scores_codex":[0.9983512,0.00005274439,0.0004288817,0.0004032635,0.0004803087,0.0002836705],"domain_scores_gemma":[0.9990572,0.00002176538,0.0002439479,0.0002556125,0.0002711112,0.0001503333],"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":[0.003087684,0.001244683,0.6950761,0.008316761,0.002351293,0.001858911,0.03146118,0.000013287,0.001179342,0.001688456,0.01586442,0.2378579],"study_design_scores_gemma":[0.002390626,0.0003171439,0.2499136,0.002634656,0.0006931932,0.000005996467,0.01652756,0.00005015745,0.0003848869,0.00007639376,0.7263645,0.000641359],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6330137,0.0004032791,0.000003454628,0.00006309622,0.000930357,0.0003968928,0.00001104312,0.00003044296,0.3651477],"genre_scores_gemma":[0.02897144,0.001554613,0.0001812375,0.00005936786,0.00006545497,0.000002826875,0.0004506776,0.00003699596,0.9686774],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7105001,"threshold_uncertainty_score":0.9999357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02094266823715331,"score_gpt":0.2373437054794014,"score_spread":0.2164010372422481,"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."}}