{"id":"W2805252396","doi":"10.1097/ico.0000000000001651","title":"Conjunctival Squamous Neoplasia: Staging and Initial Treatment","year":2018,"lang":"en","type":"article","venue":"Cornea","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier universitaire de Québec","funders":"National Cancer Institute","keywords":"Medicine; Dysplasia; Carcinoma in situ; Stage (stratigraphy); Intraepithelial neoplasia; Brachytherapy; Cancer; Basal cell; Pathology; Internal medicine; Oncology; Radiation therapy","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":[0.00002831135,0.0001038395,0.000174317,0.00003718523,0.00009888234,0.000007772066,0.00001637011,0.00006834395,0.0001927723],"category_scores_gemma":[0.00002917739,0.00007733209,0.00003263193,0.00004406087,0.0001740695,0.00003321866,0.0000184974,0.00005082521,0.0001905752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007576424,"about_ca_system_score_gemma":0.00005679493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002696613,"about_ca_topic_score_gemma":0.00001807099,"domain_scores_codex":[0.9995008,0.00002230305,0.0000834018,0.000180415,0.00005932382,0.0001537552],"domain_scores_gemma":[0.9996543,0.00004734035,0.00002449638,0.0001371501,0.00003690649,0.00009983638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002297748,0.001431873,0.7592396,0.00004558191,0.0006933447,0.002825976,0.002694912,2.493465e-7,0.001846965,0.00107761,0.001533418,0.2263127],"study_design_scores_gemma":[0.03682653,0.0250081,0.8122804,0.00009814284,0.001588706,0.001843777,0.0007678167,0.0004443395,0.04377385,0.0007357911,0.07614698,0.0004856003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751921,0.0001877892,0.00005003218,0.0003131996,0.0002593299,0.0002084055,0.000005248292,0.00005021753,0.02373363],"genre_scores_gemma":[0.9977683,0.00001589681,0.0002381686,0.0003450693,0.0003029742,0.00001316437,0.00001712381,0.00001121107,0.001288079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2258271,"threshold_uncertainty_score":0.3153511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02719810527427492,"score_gpt":0.3187073089918248,"score_spread":0.2915092037175499,"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."}}