{"id":"W4388417189","doi":"10.1503/cmaj.231496","title":"Critical evaluation of novel health system interventions is essential","year":2023,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schwartz/Reisman Emergency Medicine Institute","funders":"","keywords":"Psychological intervention; Health services; Medicine; Medical emergency; Computer science; Nursing; Population","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":[0.07149997,0.001998432,0.004522756,0.002161517,0.00508725,0.01130401,0.007542952,0.03157326,0.04264711],"category_scores_gemma":[0.3011294,0.0009380396,0.004348565,0.001491518,0.006756657,0.01496205,0.005335079,0.0427129,0.01488895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.010824,"about_ca_system_score_gemma":0.04859756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006483897,"about_ca_topic_score_gemma":0.01652697,"domain_scores_codex":[0.9124432,0.0540411,0.008504787,0.002711115,0.01912354,0.003176243],"domain_scores_gemma":[0.503885,0.3598368,0.01414322,0.01552039,0.08267143,0.02394316],"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":[0.0004087565,0.0006827217,0.00119622,0.002271915,0.0003077729,0.000654085,0.0003703111,0.0003311198,0.0003623982,0.01549953,0.8342309,0.1436842],"study_design_scores_gemma":[0.0009075484,0.0008355746,0.002441312,0.0174501,0.0002456983,0.0007507785,0.002575966,0.001098487,0.0004542714,0.0465064,0.9265164,0.0002175608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000359315,0.01299894,0.001724296,0.9476884,0.02664732,0.000452678,0.0001743379,0.0001496485,0.009805066],"genre_scores_gemma":[0.01300025,0.02509223,0.02483459,0.8472086,0.08323312,0.00156011,0.0004192468,0.0002015322,0.004450434],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07149997,"threshold_uncertainty_score":0.3781325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05832573080051449,"score_gpt":0.388394323570279,"score_spread":0.3300685927697645,"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."}}