{"id":"W4401810023","doi":"10.3390/cancers16172932","title":"Prognostic Factors in Patients Diagnosed with Gallbladder Cancer over a Period of 20 Years: A Cohort Study","year":2024,"lang":"en","type":"article","venue":"Cancers","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Cancer Agency; University of Saskatchewan","funders":"Saskatchewan Cancer Agency; Mach-Gaensslen Foundation of Canada","keywords":"Gallbladder cancer; Medicine; Cohort; Internal medicine; Cancer; Cohort study; Period (music); Gallbladder; Oncology; General surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0006193943,0.0004089368,0.0004324132,0.001328492,0.001561347,0.001026542,0.0007446511,0.0005431874,0.001106649],"category_scores_gemma":[0.001709186,0.0004017751,0.0007060947,0.002579807,0.000411417,0.0006723563,0.0006903046,0.0008256599,0.0002412286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002332558,"about_ca_system_score_gemma":0.003200977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3152018,"about_ca_topic_score_gemma":0.3556176,"domain_scores_codex":[0.9994917,0.00004126269,0.00003788443,0.0001151266,0.000123695,0.0001903831],"domain_scores_gemma":[0.9986715,0.00008946654,0.0004635706,0.0001030237,0.000300748,0.000371702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004325041,0.00001491557,0.9993824,0.000003077459,0.00002383722,0.00006736533,0.000067695,0.00001163308,0.00004209918,0.000005590455,0.00007388326,0.0002643682],"study_design_scores_gemma":[0.000008215753,0.00005470777,0.9989986,0.000007937491,0.00003162534,0.0002154462,0.0003043095,0.00008562972,0.00001427551,0.00001013451,0.0002630875,0.00000610128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984776,0.000199573,0.00003259552,0.00005054819,0.000008828536,0.00001705217,0.000909108,0.000002365271,0.000302158],"genre_scores_gemma":[0.9985317,0.0002144961,0.00005099105,0.00004463073,0.00001081925,0.00001823209,0.0009725879,0.000001962223,0.0001545456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3152018,"threshold_uncertainty_score":0.6267343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306620475347859,"score_gpt":0.2726028566096201,"score_spread":0.2595366518561416,"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."}}