{"id":"W4327572201","doi":"10.1097/iop.0000000000002364","title":"The Isabel Differential Diagnosis Generator for Orbital Diagnosis","year":2023,"lang":"en","type":"article","venue":"Ophthalmic Plastic and Reconstructive Surgery","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta","funders":"","keywords":"Medicine; Differential diagnosis; Medical diagnosis; Orbit (dynamics); Orbital Diseases; Radiology; Surgery; Pathology; Computed tomography","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":[0.0001630931,0.0001973634,0.0004164937,0.0001234818,0.0004906238,0.0000312878,0.00004429579,0.0001460617,0.00008774962],"category_scores_gemma":[0.0008781257,0.0001266235,0.0002073907,0.0001852247,0.0003894006,0.00006139654,0.00004560487,0.000126515,0.00004324888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004658524,"about_ca_system_score_gemma":0.0001336553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009224318,"about_ca_topic_score_gemma":0.000003414223,"domain_scores_codex":[0.9988425,0.00006033621,0.0002692827,0.000333745,0.0001191997,0.0003748999],"domain_scores_gemma":[0.9920399,0.007505799,0.00009349721,0.0001446844,0.00006742325,0.0001486621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002982531,0.0001234431,0.9578354,0.00005560473,0.0006170743,0.0002748071,0.0000429021,5.299719e-7,0.0001115436,0.0001552045,0.00512006,0.03536513],"study_design_scores_gemma":[0.002476412,0.0003966832,0.9857575,0.000206956,0.0006978721,0.001846152,0.0005101827,0.0004327634,0.002632016,0.001476584,0.003198224,0.0003687083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957231,0.0005469241,0.00003945881,0.0003631922,0.002472379,0.000451097,0.0001623623,0.00005857343,0.0001829712],"genre_scores_gemma":[0.9972243,0.0008126289,0.0001317391,0.00002499787,0.0002946439,0.0009430824,0.00008473128,0.00002597336,0.0004579564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03499642,"threshold_uncertainty_score":0.5163558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02876236164328853,"score_gpt":0.2780231119484016,"score_spread":0.249260750305113,"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."}}