{"id":"W4287378228","doi":"10.1186/s13017-022-00447-7","title":"The LIFE TRIAD of emergency general surgery","year":2022,"lang":"en","type":"letter","venue":"World Journal of Emergency Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Medicine; Triad (sociology); Emergency surgery; Medical emergency; Surgery; Psychoanalysis; Psychology","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":["metaepi_narrow","metaepi_broad","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00604112,0.0007190157,0.004564529,0.001618643,0.0003405263,0.00002109468,0.0005326963,0.0004082988,0.01973865],"category_scores_gemma":[0.003826523,0.0004850951,0.01048062,0.00172945,0.0001138317,0.0001500636,0.0001157055,0.003328216,0.00002800773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001395718,"about_ca_system_score_gemma":0.001471619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006472513,"about_ca_topic_score_gemma":0.00001444961,"domain_scores_codex":[0.9892578,0.001403642,0.005225245,0.000442856,0.002682334,0.0009881852],"domain_scores_gemma":[0.9865947,0.00751445,0.003692811,0.0009924069,0.0007560528,0.0004495696],"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":[0.000761189,0.0001227964,0.07773692,0.0003417621,0.001917176,0.003452647,0.00004574698,0.000008058347,0.00002210718,0.00007401302,0.9131862,0.002331377],"study_design_scores_gemma":[0.000304148,0.00008174597,0.01409903,0.0001790839,0.001247312,0.0003881947,0.00004560236,0.000002526379,0.00001738341,0.00009119613,0.9830784,0.0004654447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02337163,0.08512574,0.00001408993,0.8133992,0.06713229,0.0006210099,0.00006991455,0.0000573659,0.01020874],"genre_scores_gemma":[0.01284653,0.2721141,0.0001732485,0.2492566,0.09085794,0.0001534454,0.0005753876,0.0008506184,0.3731722],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5641426,"threshold_uncertainty_score":0.9997601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0569725587841244,"score_gpt":0.3017687424124128,"score_spread":0.2447961836282884,"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."}}