{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004676313,0.0003306829,0.0006693706,0.0005431571,0.001883891,0.003166519,0.001184399,0.001675893,0.07882038],"category_scores_gemma":[0.02295043,0.000272287,0.0008114285,0.0005904909,0.002528172,0.00458352,0.002803632,0.004111807,0.007751586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002221849,"about_ca_system_score_gemma":0.009644371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002479232,"about_ca_topic_score_gemma":0.00659879,"domain_scores_codex":[0.9956893,0.001824972,0.0002613154,0.0005521374,0.0007887663,0.0008834968],"domain_scores_gemma":[0.9879018,0.004334837,0.001811119,0.0007661769,0.001051535,0.004134475],"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":[0.001297084,0.0007205351,0.05484948,0.001443163,0.000263696,0.001117519,0.001885247,0.000856555,0.0005132143,0.1662169,0.408626,0.3622105],"study_design_scores_gemma":[0.0004850079,0.0009635617,0.0188437,0.005282607,0.0002105857,0.003515227,0.005263365,0.0011751,0.0003536913,0.2765456,0.6872135,0.0001481401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0781033,0.02552319,0.02243387,0.596697,0.01588036,0.0004738932,0.002581296,0.0003810672,0.257926],"genre_scores_gemma":[0.6163723,0.02158264,0.01781057,0.2756494,0.01013932,0.0008298606,0.002305276,0.0003712338,0.05493929],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07882038,"threshold_uncertainty_score":0.2636805,"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."}}