{"id":"W4392551901","doi":"10.5114/pjp.2024.135860","title":"Tumour budding in gallbladder carcinoma","year":2024,"lang":"en","type":"article","venue":"Polish Journal of Pathology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gallbladder; Carcinoma; General surgery; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040295,0.0001379078,0.0005506111,0.0005501244,0.00002566445,0.0000279439,0.0001037066,0.00008606374,0.00007920864],"category_scores_gemma":[0.0001938849,0.0001066933,0.0002068837,0.0002774957,0.00007881887,0.0001262589,0.00004880178,0.0005091842,0.00002072918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263195,"about_ca_system_score_gemma":0.0001960683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003046956,"about_ca_topic_score_gemma":0.0000312388,"domain_scores_codex":[0.9987831,0.00006632807,0.0004895889,0.0001658395,0.0001944821,0.000300737],"domain_scores_gemma":[0.9994524,0.0001013721,0.00009408824,0.0001138815,0.0001248751,0.0001133668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005923903,0.000375224,0.6692525,0.004901459,0.0005626572,0.1793513,0.01711161,0.00001494887,0.07293739,0.003509515,0.04547065,0.005920392],"study_design_scores_gemma":[0.002266576,0.000914167,0.9358742,0.002445682,0.0004778156,0.04789798,0.001758242,0.00007297032,0.003544543,0.001010549,0.00348251,0.0002547817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534043,0.03718641,0.00006361062,0.003694107,0.001076793,0.0001044641,0.000004606147,0.00002119229,0.004444531],"genre_scores_gemma":[0.9975018,0.0003989902,0.0002639389,0.0006820094,0.0009010592,0.000004484503,0.000001391652,0.00002297029,0.0002233764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2666217,"threshold_uncertainty_score":0.4350825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02259289654954522,"score_gpt":0.3030947744049095,"score_spread":0.2805018778553642,"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."}}