{"id":"W4205121360","doi":"10.1503/cmaj.210744","title":"Catherine Héroux","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Nausea; Medicine; Roux-en-Y anastomosis; Gastric bypass; Medical emergency; Surgery; Nursing; Internal medicine; Weight loss","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005717995,0.0007356331,0.0003591942,0.0005634188,0.003389062,0.003223289,0.0008865277,0.001919538,0.5296778],"category_scores_gemma":[0.004660177,0.0004138351,0.0003502747,0.0002341709,0.0007119831,0.002679698,0.002499262,0.004484538,0.3097076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027875,"about_ca_system_score_gemma":0.001746858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009905889,"about_ca_topic_score_gemma":0.02145234,"domain_scores_codex":[0.9993798,0.0001109562,0.00001429449,0.0001317724,0.0002449815,0.0001182697],"domain_scores_gemma":[0.9977048,0.0001500471,0.00006068213,0.00009137344,0.0009122189,0.001080862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004358533,0.000004554419,0.00004735948,0.000009748672,4.087582e-7,0.00005336,0.00004789088,0.000004790716,0.00001987015,0.0005035891,0.9894316,0.00987239],"study_design_scores_gemma":[0.00000183385,0.000004329103,0.00009865923,0.00003915376,5.657596e-7,0.0003054445,0.0001988959,0.000009425416,0.00002723883,0.0002111316,0.9990993,0.000004153177],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001362831,0.005137498,0.002092321,0.1109523,0.0502922,0.0001047183,0.0006869023,0.002120585,0.8272507],"genre_scores_gemma":[0.004940144,0.002079608,0.0007544913,0.02238644,0.002736127,0.00004877333,0.0001482413,0.0005297282,0.9663764],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4703222,"threshold_uncertainty_score":0.6708575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05776484867576909,"score_gpt":0.4371400347060878,"score_spread":0.3793751860303187,"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."}}