{"id":"W3035140746","doi":"10.3390/cancers12061544","title":"Epidemiology of Signet Ring Cell Adenocarcinomas","year":2020,"lang":"en","type":"article","venue":"Cancers","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Signet ring cell; Epidemiology; Medicine; Population; Disease; Cancer; Adenocarcinoma; Pathology; Cohort; Oncology; Internal medicine; Retrospective cohort study; Environmental health","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":[0.00006913294,0.00007444706,0.0003026086,0.00002395943,0.00001560956,3.457768e-7,0.00005521642,0.0000446548,0.0002273102],"category_scores_gemma":[0.0001142568,0.00006367315,0.00009378198,0.0001278346,0.00007066652,0.00001647571,0.00002951352,0.0001149829,0.00002415508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001398677,"about_ca_system_score_gemma":0.0002145721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001710057,"about_ca_topic_score_gemma":0.000007187401,"domain_scores_codex":[0.9994007,0.00002635198,0.0001844488,0.0001660629,0.00006116891,0.0001612938],"domain_scores_gemma":[0.9995636,0.00007865402,0.00006456314,0.00008647594,0.00003113068,0.0001755523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007871985,0.00001579028,0.9212996,0.0007474768,0.00006220005,0.000108317,0.00155377,0.0007668711,0.06509399,0.0007585893,0.005711832,0.003094344],"study_design_scores_gemma":[0.004755697,0.005423312,0.7984837,0.000208482,0.0004086167,0.00005476934,0.001989597,0.01841328,0.1455504,0.0004797262,0.02365906,0.0005733597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977751,0.004612381,0.0001383923,0.001671452,0.00008366194,0.0001156903,0.00000629578,0.00002944562,0.0155917],"genre_scores_gemma":[0.9966536,0.00003802345,0.0002214443,0.002492624,0.000230418,0.000005203045,0.000005505992,0.000009155325,0.0003440566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1228159,"threshold_uncertainty_score":0.2596516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06009014631982561,"score_gpt":0.2840214684735021,"score_spread":0.2239313221536764,"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."}}