{"id":"W4406509634","doi":"10.1016/j.ysur.2016.04.039","title":"10.1016/j.ysur.2016.04.039","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Emergency surgery; Certification; Emergency medicine; Intensive care medicine; Medical emergency; General surgery; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006630603,0.0006874363,0.0003526525,0.001233286,0.0008338641,0.002165271,0.0007152678,0.002320774,0.8758669],"category_scores_gemma":[0.002051109,0.0002829142,0.0004191991,0.0006020717,0.0005631257,0.0019371,0.001166585,0.001214495,0.7809553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008272215,"about_ca_system_score_gemma":0.001501179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00337755,"about_ca_topic_score_gemma":0.003534831,"domain_scores_codex":[0.9997432,0.00002255939,0.00002684149,0.00005442801,0.00006426062,0.00008875623],"domain_scores_gemma":[0.9988396,0.0001746785,0.0001597987,0.00004133034,0.0002320332,0.0005525426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002869267,0.0003212082,0.01185017,0.0004158071,0.00003362961,0.0003818922,0.000166732,0.0002396529,0.0004127847,0.004217455,0.3708086,0.6108651],"study_design_scores_gemma":[0.00008849146,0.0001937264,0.01550041,0.001474894,0.00005533272,0.003115187,0.0008159464,0.0004468487,0.0005315643,0.006502864,0.9712346,0.00004027503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01281944,0.01074539,0.002692584,0.01792734,0.004057049,0.0001260333,0.00510242,0.00174641,0.9447833],"genre_scores_gemma":[0.03633089,0.004576182,0.002111005,0.002689081,0.001113699,0.00009748541,0.002752062,0.0003317201,0.9499978],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1241331,"threshold_uncertainty_score":0.1770607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005930048784199835,"score_gpt":0.1929086519825965,"score_spread":0.1869786031983967,"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."}}