{"id":"W4413117888","doi":"10.1016/j.resuscitation.2025.110765","title":"Where there’s smoke, is there fire? Spontaneous echo contrast and prognosis after cardiac arrest","year":2025,"lang":"en","type":"article","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital; Vancouver General Hospital","funders":"","keywords":"Medicine; Contrast (vision); Echo (communications protocol); Cardiology; Smoke; Internal medicine; Computer security; Artificial intelligence; Meteorology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002529723,0.0002207633,0.0003558345,0.0001312934,0.0001403624,0.00009344803,0.00005526536,0.0001938755,0.0000661689],"category_scores_gemma":[0.0001255468,0.0001848123,0.0001775959,0.000336971,0.0001170621,0.0001391976,0.00003185313,0.0002039957,0.00003644829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001086887,"about_ca_system_score_gemma":0.0001190425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001502559,"about_ca_topic_score_gemma":0.0001229507,"domain_scores_codex":[0.9985902,0.0001077681,0.0003013085,0.0004063798,0.0003154841,0.0002788081],"domain_scores_gemma":[0.9990811,0.0002232873,0.00008515112,0.0002751233,0.0002152029,0.0001200889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00262896,0.0002457736,0.8773944,0.001754448,0.0009210328,0.0005967316,0.004511693,0.00001139962,0.004764541,0.001018396,0.02526704,0.08088559],"study_design_scores_gemma":[0.001430616,0.00008471087,0.9726638,0.0009588131,0.0003965262,0.000007279163,0.00124713,0.0002869355,0.0006568556,0.0007312966,0.02129789,0.0002381832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717819,0.0100039,0.00009900839,0.004344852,0.001947888,0.001003963,0.00006408349,0.0001098092,0.01064458],"genre_scores_gemma":[0.9958385,0.001806421,0.0002475835,0.000415396,0.0003384215,0.0001648872,0.00006087383,0.00002890044,0.001099058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09526937,"threshold_uncertainty_score":0.7536425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008100535491566176,"score_gpt":0.2574936994613192,"score_spread":0.249393163969753,"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."}}