{"id":"W4411265417","doi":"10.1016/j.resuscitation.2025.110681","title":"Design projections for prospective studies evaluating the clinical effectiveness of cardiac arrest detection technologies","year":2025,"lang":"en","type":"article","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; International Collaboration On Repair Discoveries; Health Sciences Centre; University of British Columbia","funders":"Providence Health Care; Mitacs; Heart and Stroke Foundation of Canada","keywords":"Medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003870095,0.0001217956,0.000377206,0.0002063572,0.0003094247,0.00001670499,0.00005843231,0.0001320327,1.442945e-7],"category_scores_gemma":[0.007644515,0.00008150272,0.0002379073,0.0007475191,0.000286101,0.00008975311,0.00003130301,0.000180316,0.000001420755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001842542,"about_ca_system_score_gemma":0.0002355383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001071703,"about_ca_topic_score_gemma":0.000006728053,"domain_scores_codex":[0.9983189,0.0006060535,0.000411983,0.0002944388,0.0002216078,0.0001470585],"domain_scores_gemma":[0.9937437,0.004783458,0.0001880009,0.00024652,0.00102477,0.00001362228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01596672,0.000535475,0.09917478,0.005489258,0.004879806,0.000001389184,0.003380015,0.003466324,0.380884,0.008784134,0.001054027,0.476384],"study_design_scores_gemma":[0.003524709,0.002169907,0.7652804,0.001832492,0.001828084,8.242714e-7,0.01451111,0.005884442,0.164803,0.03959117,0.0003228644,0.0002510003],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8232354,0.002859459,0.1518988,0.001055788,0.009379837,0.0106288,0.0000129797,0.0003613681,0.0005675695],"genre_scores_gemma":[0.9940754,0.0002366997,0.003991906,0.00000885655,0.0001505988,0.001469435,0.00001097826,0.00001181188,0.00004434205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6661057,"threshold_uncertainty_score":0.9151751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0873073079928627,"score_gpt":0.4452644436875802,"score_spread":0.3579571356947175,"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."}}