{"id":"W3123622083","doi":"10.1038/s41433-020-01353-5","title":"Ocular surface squamous neoplasia: outcomes following primary excision with 2 mm margin and cryotherapy","year":2021,"lang":"en","type":"article","venue":"Eye","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre hospitalier universitaire de Québec","funders":"Cleveland Clinic; Research to Prevent Blindness","keywords":"Medicine; Cryotherapy; Surgery; Brachytherapy; Resection margin; Margin (machine learning); Intraepithelial neoplasia; Conjunctiva; Carcinoma in situ; Adjuvant; Radiation therapy; Carcinoma; Cancer; Pathology; Oncology; Internal medicine; Resection","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":[0.00007952704,0.0001353052,0.000324603,0.00002572718,0.00008909702,0.00001313657,0.00002662609,0.00009674417,0.0001014858],"category_scores_gemma":[0.00002774945,0.00009545026,0.00008151536,0.00009766818,0.00003472865,0.00006028252,0.00002458917,0.0001167722,0.00002992949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000519017,"about_ca_system_score_gemma":0.00008334273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001300321,"about_ca_topic_score_gemma":0.0000166185,"domain_scores_codex":[0.9992436,0.00005143554,0.0001096647,0.000250625,0.0001744977,0.0001702346],"domain_scores_gemma":[0.9995405,0.00008492265,0.00002962071,0.0002319446,0.00002815823,0.00008486683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001184646,0.0002110769,0.9904618,0.00002731763,0.0003035643,0.004381044,0.000172381,0.000003981128,0.00159882,0.00002384804,0.0001267973,0.002570914],"study_design_scores_gemma":[0.006559959,0.0003893813,0.982845,0.00006420653,0.0002417233,0.00009728783,0.0001108749,0.00001094468,0.0024949,0.0000689066,0.006995714,0.0001210998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991437,0.003495592,0.0001518813,0.001768901,0.0001260324,0.000197219,0.000001869053,0.0000445193,0.002776942],"genre_scores_gemma":[0.9866501,0.00007588672,0.005832057,0.0009956228,0.00002165172,0.000005328014,0.00003000357,0.00002358895,0.006365763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007616789,"threshold_uncertainty_score":0.3892349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008163036560328954,"score_gpt":0.2723321348387591,"score_spread":0.2641690982784301,"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."}}