{"id":"W2887050976","doi":"10.1016/j.resuscitation.2018.08.012","title":"Spatiotemporal AED optimization is generalizable","year":2018,"lang":"en","type":"article","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"Danish Foundation TrygFonden","keywords":"Medicine; Medical emergency","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":[0.0002005142,0.0001081231,0.0001486006,0.0001620627,0.0001553967,0.00004026401,0.00003752085,0.000100654,0.0002761128],"category_scores_gemma":[0.0001115883,0.00009879743,0.00008489814,0.0004040175,0.00008795717,0.000208136,0.00001408085,0.00006563895,0.000218388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007996071,"about_ca_system_score_gemma":0.00009061884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006795352,"about_ca_topic_score_gemma":0.00001086645,"domain_scores_codex":[0.9989827,0.00004383426,0.0002324073,0.0002396055,0.0003215593,0.0001799074],"domain_scores_gemma":[0.999144,0.00002542431,0.00009602284,0.0002136211,0.0004244616,0.00009648956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004494473,0.000920788,0.2539338,0.00096287,0.000839602,0.00008400272,0.02162926,0.02558742,0.09629618,0.01346981,0.5227618,0.05902004],"study_design_scores_gemma":[0.008812374,0.001043633,0.3453824,0.0004619015,0.0004935167,0.00002365464,0.0007769481,0.5067924,0.04826333,0.00393769,0.08297326,0.001038951],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6740773,0.0001843882,0.2686308,0.006228588,0.003992883,0.001007383,0.00001909555,0.0003369696,0.04552262],"genre_scores_gemma":[0.9497468,0.00004676169,0.04627187,0.0009282907,0.001493363,0.00001863414,0.0003037223,0.00002833416,0.001162209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.481205,"threshold_uncertainty_score":0.4028842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0185336099499603,"score_gpt":0.291664963559415,"score_spread":0.2731313536094547,"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."}}