{"id":"W4321452693","doi":"10.1016/j.rx.2022.11.010","title":"Traumatismo torácico grave no cardiovascular: claves diagnósticas en tomografía computarizada","year":2023,"lang":"es","type":"article","venue":"Radiología","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Polytrauma; Thoracic trauma; Computed tomography; Humanities; Helical computed tomography; Surgery","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001141383,0.0006922794,0.001597009,0.0005971672,0.0002668864,0.0001924146,0.0005565361,0.0005217582,0.0005990479],"category_scores_gemma":[0.0007467876,0.0006391364,0.001239782,0.001126643,0.0003415886,0.0001787535,0.000306376,0.0006120417,0.008414774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002088016,"about_ca_system_score_gemma":0.00009337562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004584916,"about_ca_topic_score_gemma":0.00001370743,"domain_scores_codex":[0.9955906,0.0005010854,0.0007791307,0.001083406,0.0007971315,0.001248638],"domain_scores_gemma":[0.9964728,0.001502159,0.0001465643,0.00129109,0.0001262721,0.0004610687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003405611,0.0007774069,0.3173875,0.002750012,0.01350454,0.0049254,0.003550207,0.001866232,0.0002471383,0.01795416,0.4150066,0.2216903],"study_design_scores_gemma":[0.003457498,0.0008350452,0.668625,0.0006715219,0.002609694,0.00007182453,0.0007643547,0.00335373,0.0001562225,0.0005019366,0.3180729,0.0008802809],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9392388,0.01743587,0.0008859719,0.003576453,0.006142719,0.002414579,0.0002302678,0.001762685,0.02831259],"genre_scores_gemma":[0.9806527,0.01204008,0.0006835891,0.0006105191,0.002970672,0.0001783301,0.0005036296,0.0001297576,0.002230688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3512375,"threshold_uncertainty_score":0.999606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200136712239178,"score_gpt":0.2749022065065983,"score_spread":0.2529008393842065,"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."}}