{"id":"W2084265278","doi":"10.1097/ta.0b013e3182788b71","title":"No need to wait","year":2012,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Sept Iles","funders":"","keywords":"Computer science","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":[0.0003726981,0.0001157273,0.0002211994,0.00009939181,0.000152598,0.0000232338,0.0000559501,0.0000705364,0.0002522761],"category_scores_gemma":[0.0003844343,0.00007015905,0.0001109788,0.0001402457,0.0001135543,0.0001603727,0.00001959903,0.0003076586,0.00002942329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003902231,"about_ca_system_score_gemma":0.00003895793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006537989,"about_ca_topic_score_gemma":0.00001399016,"domain_scores_codex":[0.9990686,0.00007562593,0.0002739374,0.00006311778,0.0002578952,0.0002607841],"domain_scores_gemma":[0.9987847,0.0001012799,0.00003556902,0.0001221229,0.0006061853,0.0003501248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005269207,0.002257764,0.650593,0.001861937,0.0005741812,0.00003345444,0.03217963,0.00001003964,0.01806108,0.007139117,0.210082,0.07193858],"study_design_scores_gemma":[0.00260691,0.007868454,0.7740381,0.000293159,0.001728191,0.002577157,0.01594874,0.000008068246,0.004744892,0.0009825425,0.1887419,0.0004618706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853404,0.001466731,0.0002587182,0.003902134,0.0009326244,0.0001530337,0.000005670257,0.00001906155,0.007921671],"genre_scores_gemma":[0.9972315,0.0001403375,0.00008272019,0.001383765,0.001037918,0.000001836226,0.000001286142,0.00001330468,0.0001073561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1234451,"threshold_uncertainty_score":0.2861003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01731792813865706,"score_gpt":0.3140008645352549,"score_spread":0.2966829363965979,"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."}}