{"id":"W2011920405","doi":"10.1016/j.ijsu.2011.07.001","title":"Gallbladder intestinal metaplasia in Pakistani patients with gallstones","year":2011,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Gallstones; Odds ratio; Internal medicine; Cholecystectomy; Gastroenterology; Intestinal metaplasia; Gallbladder cancer; Gallbladder; Metaplasia; Confidence interval; General surgery; Cancer","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":[0.0002447974,0.0001276184,0.0003480093,0.000450438,0.00001506518,0.00001534732,0.000128489,0.00002781214,0.0002765228],"category_scores_gemma":[0.0001412373,0.00008981674,0.0001566423,0.000137885,0.0000708579,0.0002207983,0.00003262141,0.0002096101,0.000008335963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001170264,"about_ca_system_score_gemma":0.0001711839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008323818,"about_ca_topic_score_gemma":0.00003700782,"domain_scores_codex":[0.9986013,0.00002501417,0.0005083838,0.0001162592,0.0005969467,0.0001520614],"domain_scores_gemma":[0.9984662,0.0001408718,0.0003016125,0.00008420407,0.000918419,0.00008869483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001820577,0.0003914941,0.9920119,0.00001157161,0.000390971,0.001034078,0.0008155414,9.694256e-7,0.00003573608,0.00003624762,0.00151344,0.001937462],"study_design_scores_gemma":[0.001307904,0.0001420301,0.9963393,0.0003440466,0.00006836774,0.0004622958,0.0003231356,0.000002159635,0.0002500367,0.00005885906,0.0006087515,0.00009306578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964205,0.0003898791,0.00008665826,0.0004250541,0.0006934588,0.00006027999,0.000003701893,0.00000821849,0.001912233],"genre_scores_gemma":[0.9983693,0.0000702742,0.0009398675,0.000339015,0.0002031539,0.000003009884,0.000005513808,0.00001538797,0.00005451763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004327435,"threshold_uncertainty_score":0.366262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04813600040278632,"score_gpt":0.263974264075902,"score_spread":0.2158382636731157,"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."}}