{"id":"W2040761265","doi":"10.1378/chest.130.2.419","title":"Understanding Cardiopulmonary Resuscitation Decision Making","year":2006,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":174,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Queen Elizabeth II Health Sciences Centre; St. Paul's Hospital; Kingston General Hospital","funders":"","keywords":"Medicine; Cardiopulmonary resuscitation; Intensive care medicine; Resuscitation; Medical emergency; Emergency medicine","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":[0.0002808453,0.00007391535,0.0001817379,0.0001422216,0.00009540508,0.00002050789,0.00004435471,0.0000530748,0.00002962609],"category_scores_gemma":[0.000172351,0.00006077936,0.0001080501,0.0001451852,0.00003976491,0.00009806702,0.00001191254,0.0001759743,0.000006979752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002476174,"about_ca_system_score_gemma":0.00006084417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006322732,"about_ca_topic_score_gemma":0.000003377859,"domain_scores_codex":[0.9991991,0.00002440225,0.0002596907,0.00008614849,0.0002945689,0.0001361123],"domain_scores_gemma":[0.9994996,0.0001350484,0.0001261989,0.00008406694,0.0001035885,0.00005156293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009021791,0.0001400563,0.9406824,0.0002977974,0.0001548466,0.001185903,0.001646603,0.0006681082,0.01107955,0.002647713,0.02053772,0.02005713],"study_design_scores_gemma":[0.005768107,0.0006581346,0.7642599,0.01815238,0.0005142914,0.002424783,0.01095496,0.001755182,0.008028426,0.1147271,0.07215292,0.000603772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8074101,0.005282306,0.1522366,0.0004639545,0.0005890002,0.00009070264,0.000002515834,0.00002867942,0.03389616],"genre_scores_gemma":[0.9838385,0.0003470296,0.01500494,0.00004417558,0.0006653075,5.542116e-7,0.000004400309,0.00001118112,0.00008393173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1764285,"threshold_uncertainty_score":0.247851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2432282688070214,"score_gpt":0.4167805302473852,"score_spread":0.1735522614403638,"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."}}