{"id":"W2891582761","doi":"10.1161/circoutcomes.118.004702","title":"Helping Those Who Help","year":2018,"lang":"en","type":"article","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Health Services and Policy Research; North York General Hospital; Regional Municipality of Ottawa","funders":"","keywords":"Psychology; Computer science","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":[0.001180029,0.0001427455,0.0005475801,0.00009880662,0.0002196928,0.00004379585,0.00003400262,0.0001178139,0.00002412467],"category_scores_gemma":[0.0003113742,0.0001209899,0.0007594409,0.0001864306,0.0001580416,0.000140818,0.00003370142,0.000101708,0.00004792765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004747426,"about_ca_system_score_gemma":0.00004117868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007144516,"about_ca_topic_score_gemma":0.000004885358,"domain_scores_codex":[0.9985221,0.0001894868,0.0003073581,0.0003148463,0.0004790721,0.0001871491],"domain_scores_gemma":[0.9990597,0.00008886214,0.00006039283,0.0004555424,0.0002081146,0.0001273477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004868472,0.00002804756,0.9291925,0.0002309519,0.001529036,0.00001083188,0.001071193,0.0000571363,0.0005915182,0.003518972,0.0001371545,0.06358397],"study_design_scores_gemma":[0.001121326,0.0000140682,0.9839696,0.00007598243,0.0003324266,0.00001234191,0.0002525603,0.0001710151,0.0002155429,0.0004427833,0.01322941,0.000162942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745724,0.002824929,0.01607211,0.001099042,0.0009967869,0.0004066672,0.000005014028,0.0001232376,0.00389987],"genre_scores_gemma":[0.9977685,0.0001461254,0.0003401418,0.0008063089,0.0007554156,0.00001039326,0.00002916164,0.00001690652,0.0001270317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06342103,"threshold_uncertainty_score":0.4933824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05661499634809442,"score_gpt":0.345025086269471,"score_spread":0.2884100899213766,"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."}}