{"id":"W4413028470","doi":"10.1016/j.dld.2025.07.034","title":"Pathology of the malignant colorectal polyp: Issues in morphologic criteria and recommendations from the Italian Group of Gastrointestinal Pathologists","year":2025,"lang":"en","type":"review","venue":"Digestive and Liver Disease","topic":"Genetic factors in colorectal cancer","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Gastrointestinal pathology; Pathology; Gastroenterology; Internal medicine; General surgery","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":[0.0001845216,0.0002790935,0.000891923,0.0000867575,0.00005483867,0.00001058091,0.0001882365,0.0001063528,0.0001066596],"category_scores_gemma":[0.0007407531,0.0001516608,0.0001769195,0.0002154402,0.0007717568,0.00002358211,0.0003055308,0.0002745938,9.209826e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004823283,"about_ca_system_score_gemma":0.000238187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003911654,"about_ca_topic_score_gemma":0.00007917341,"domain_scores_codex":[0.9983401,0.0005075192,0.0004384769,0.0004063803,0.0001223221,0.0001852188],"domain_scores_gemma":[0.9984424,0.0008004504,0.0002768115,0.0003146729,0.00007391359,0.00009176465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001101969,0.0009919099,0.6233886,0.01519133,0.0002743864,0.001277285,0.00158821,5.700529e-7,0.0004121797,0.0005796764,0.002097478,0.3530964],"study_design_scores_gemma":[0.0004569062,0.0004993225,0.9662485,0.02041248,0.001286518,0.0001490822,0.0002199828,0.000004974639,0.00001385512,0.0002092409,0.01031698,0.0001821661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1141081,0.882408,0.000005544211,0.0003760293,0.00014502,0.001027307,0.001842921,0.000007889804,0.0000791788],"genre_scores_gemma":[0.1618205,0.8372604,0.000327381,0.0001200522,0.00004153556,0.0001298039,0.0002124254,0.00001410516,0.00007371051],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3529142,"threshold_uncertainty_score":0.6184546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03151347466907523,"score_gpt":0.3294812800434962,"score_spread":0.297967805374421,"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."}}