{"id":"W2106365632","doi":"10.1111/his.12874","title":"Differentiated squamous intraepithelial neoplasia associated with squamous cell carcinoma of the anal canal","year":2015,"lang":"en","type":"article","venue":"Histopathology","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Squamous intraepithelial lesion; Anal canal; Pathology; Squamous carcinoma; Lesion; Basal cell; Medicine; Koilocyte; Basal (medicine); Vulva; Stage (stratigraphy); Cytopathology; Squamous metaplasia; Epidermoid carcinoma; Intraepithelial neoplasia; Carcinoma; Biology; Gastroenterology; Epithelium; Internal medicine; Cytology; Rectum; Cervical intraepithelial neoplasia; Prostate; Cancer","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":[0.0001782245,0.0002035774,0.0004657966,0.0001146945,0.00007837635,0.000004732533,0.0001692702,0.0001724985,0.00007883535],"category_scores_gemma":[0.0002216094,0.0001273519,0.0001352573,0.0003308052,0.000333905,0.00002455697,0.00007620457,0.0003602831,0.000009980849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000268719,"about_ca_system_score_gemma":0.0004830325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001182354,"about_ca_topic_score_gemma":0.003361506,"domain_scores_codex":[0.9985278,0.0001788162,0.0003023992,0.0002830209,0.0003668132,0.0003411194],"domain_scores_gemma":[0.9989513,0.00006510093,0.0002073228,0.0003094009,0.0002581265,0.0002087217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001139346,0.0004872938,0.9747363,0.00004392684,0.000007006684,0.0008145384,0.001436187,0.00001476417,0.01961741,0.0001178847,0.001434142,0.0001512211],"study_design_scores_gemma":[0.003409779,0.002155071,0.9893011,0.00001427411,0.0002762594,0.0005829142,0.0002027691,0.0002190998,0.00330741,0.00005124139,0.0003278676,0.0001522287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939597,0.0002709353,0.00001738893,0.0002591574,0.0003831961,0.0002294959,0.00003683409,0.00004008458,0.004803172],"genre_scores_gemma":[0.9975477,5.172799e-7,0.00002286902,0.0001963512,0.0001042866,0.00001091983,0.00004507236,0.00002577883,0.002046532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01631,"threshold_uncertainty_score":0.5193259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01617350996512314,"score_gpt":0.2095264495943709,"score_spread":0.1933529396292478,"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."}}