{"id":"W2884010595","doi":"10.1159/000490252","title":"Gene Expression Profiling as an Adjunctive Measure to Guide the Management of Indeterminate, High-Risk Choroidal Melanocytic Lesions: A Pilot Study","year":2018,"lang":"en","type":"article","venue":"Ocular Oncology and Pathology","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Indeterminate; Biopsy; Prospective cohort study; Cohort; Pathology; Internal medicine; 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":[0.001129653,0.000244857,0.0005679207,0.0001471635,0.0003678073,0.000005561015,0.0001781643,0.0002452977,0.00005994103],"category_scores_gemma":[0.00009957803,0.0001600447,0.00005326087,0.0001858037,0.0004214915,0.00006024058,0.0002326429,0.0003221761,0.00006036803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000115415,"about_ca_system_score_gemma":0.0001453491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009941182,"about_ca_topic_score_gemma":0.0001435414,"domain_scores_codex":[0.9974488,0.001035245,0.0003863423,0.0006008936,0.0001963564,0.000332356],"domain_scores_gemma":[0.9987421,0.0000936634,0.0001969411,0.0006077935,0.0001970981,0.0001624066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0193795,0.01782028,0.6017172,0.0001981224,0.003907321,0.02953494,0.01309262,0.00001941561,0.1103118,0.001552306,0.0002903864,0.2021761],"study_design_scores_gemma":[0.01668152,0.15057,0.7462084,0.0001679839,0.00326479,0.002641947,0.00483531,0.00003059106,0.07220242,0.001867729,0.001133302,0.000395903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994951,0.000433168,0.0003668242,0.0002546162,0.000317329,0.001988749,0.00001210744,0.00003652916,0.001639662],"genre_scores_gemma":[0.9880771,0.0001170332,0.01053961,0.0005093836,0.0001232858,0.0002829231,0.00002595394,0.00002397931,0.0003007096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2017802,"threshold_uncertainty_score":0.6526434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03120562250525215,"score_gpt":0.3371868477730815,"score_spread":0.3059812252678293,"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."}}