{"id":"W2998897522","doi":"10.1097/dcr.0000000000001538","title":"Malignant Colorectal Polyp Pathology: Are We Getting Sufficient Information to Make Decisions?","year":2020,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Tumor budding; Retrospective cohort study; Lymphovascular invasion; Internal medicine; Colorectal cancer; Surgical oncology; Surgical pathology; Cohort; Colorectal Polyp; Population; Colorectal surgery; Gastroenterology; Pathology; Cancer; Colonoscopy; Lymph node metastasis; Abdominal surgery; Metastasis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001249097,0.0001409187,0.0002823871,0.00009918009,0.0001446828,0.00002370828,0.0001728599,0.00007186046,0.00003284203],"category_scores_gemma":[0.001719078,0.0001016772,0.0002063967,0.000557725,0.0000585285,0.00006511621,0.0001901506,0.0001568339,0.00003206547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001043769,"about_ca_system_score_gemma":0.0001348834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002768287,"about_ca_topic_score_gemma":0.00002409999,"domain_scores_codex":[0.9987872,0.00007913567,0.0003360221,0.0002078459,0.0003683211,0.0002215363],"domain_scores_gemma":[0.9989601,0.0001385508,0.0002228569,0.0002455518,0.0001724551,0.0002604719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1123187,0.001399235,0.3412787,0.001297964,0.0004872728,0.0002929886,0.02030232,0.008595619,0.04984503,0.0004689145,0.06041828,0.403295],"study_design_scores_gemma":[0.002519262,0.007271673,0.9160278,0.001083682,0.0004659153,0.0001241754,0.003474251,0.007070126,0.04701058,0.0001271789,0.01435676,0.0004686307],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848766,0.0005205359,0.0006517522,0.01232983,0.0004710771,0.0006785243,0.00009922422,0.0001124122,0.0002600207],"genre_scores_gemma":[0.9969447,0.00002655162,0.0002058839,0.002596438,0.0001136624,0.00005534309,0.00001424437,0.00001246172,0.00003077397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5747491,"threshold_uncertainty_score":0.4146275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305411992567902,"score_gpt":0.2649709790340957,"score_spread":0.2419168591084167,"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."}}