{"id":"W2319563412","doi":"10.1097/01.eem.0000316908.28970.1d","title":"Less is More","year":2006,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003743247,0.000711043,0.0008520716,0.001502096,0.003863204,0.01095688,0.001321639,0.004482444,0.3045827],"category_scores_gemma":[0.02025841,0.0003692385,0.0007051569,0.00114842,0.00482387,0.01143789,0.00665131,0.006309268,0.08487482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003240916,"about_ca_system_score_gemma":0.004088027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006671367,"about_ca_topic_score_gemma":0.008691313,"domain_scores_codex":[0.9925954,0.002393487,0.0003047807,0.001251059,0.00251656,0.0009387711],"domain_scores_gemma":[0.9876944,0.001722582,0.0009726629,0.001513936,0.002947657,0.005148788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004212324,0.00009178214,0.002295995,0.0002635456,0.00003476223,0.0001177475,0.002134461,0.00003569696,0.0002113506,0.03457143,0.8432676,0.1169336],"study_design_scores_gemma":[0.000005898484,0.0000174839,0.0007010445,0.0001907967,0.000005919887,0.0001515209,0.001218991,0.00001038184,0.00003636764,0.003453763,0.9941978,0.00000996232],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004807259,0.01539562,0.001871177,0.4259239,0.0249894,0.0000609449,0.0009163072,0.0004999791,0.5255353],"genre_scores_gemma":[0.0769743,0.01475482,0.001431788,0.3275173,0.01412267,0.0001065145,0.001473188,0.0007049771,0.5629146],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3045827,"threshold_uncertainty_score":0.9919283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0270983462840695,"score_gpt":0.3282452575680482,"score_spread":0.3011469112839787,"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."}}