{"id":"W4400764311","doi":"10.3390/jcm13144201","title":"Risk Factors and Prognostic Factors in GBC","year":2024,"lang":"en","type":"review","venue":"Journal of Clinical Medicine","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Charles-Le Moyne; Université de Sherbrooke","funders":"","keywords":"Medicine; Gallbladder cancer; Malignancy; Pathological; Perineural invasion; Disease; Lymphovascular invasion; Cancer; Intensive care medicine; Oncology; Internal medicine; Metastasis","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":[0.001629318,0.0009161073,0.002821735,0.005863292,0.0003227994,0.00126027,0.0007626274,0.000991308,0.002854685],"category_scores_gemma":[0.00810226,0.0003366454,0.002676332,0.006817601,0.0005520112,0.0009895415,0.0005600936,0.0008225905,0.0002005688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027749,"about_ca_system_score_gemma":0.002983948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004482484,"about_ca_topic_score_gemma":0.006002204,"domain_scores_codex":[0.9988441,0.0003344616,0.0003847474,0.0001126626,0.0002722854,0.0000516151],"domain_scores_gemma":[0.9956695,0.003171711,0.000841072,0.00003495371,0.0002391283,0.00004366923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003680448,0.00005341427,0.008168234,0.5742157,0.003954643,0.0003819975,0.000358129,0.0003974542,0.000272737,0.0013472,0.006532319,0.4039501],"study_design_scores_gemma":[0.0002265876,0.0003726366,0.04330084,0.7376394,0.03451857,0.006076867,0.0009320473,0.0003358141,0.0005504886,0.002482302,0.1734533,0.000111173],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002026161,0.9996012,0.00001207318,0.00006677965,0.00002935222,0.000003850089,0.00001603945,6.224066e-7,0.00006749199],"genre_scores_gemma":[0.003664275,0.9960535,0.00008581554,0.00006763959,0.00004940918,0.00001250879,0.00003121325,5.992165e-7,0.00003509615],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005863292,"threshold_uncertainty_score":0.009549856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1962302943085334,"score_gpt":0.4878662200562716,"score_spread":0.2916359257477382,"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."}}