{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004347537,0.00101278,0.0006614638,0.006582041,0.0008128789,0.00188023,0.0008550888,0.0005795261,0.01825983],"category_scores_gemma":[0.02813332,0.0003332775,0.0005303235,0.002333942,0.0007124362,0.002546312,0.003079628,0.0009923124,0.009903098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008212485,"about_ca_system_score_gemma":0.00153908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005472197,"about_ca_topic_score_gemma":0.0009371124,"domain_scores_codex":[0.9965966,0.0009773031,0.0006205462,0.0003457462,0.001235534,0.0002242169],"domain_scores_gemma":[0.9764737,0.01174045,0.002918514,0.002203027,0.005671486,0.0009928846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00223529,0.0002184741,0.4203472,0.0007179275,0.00006414924,0.005220552,0.0007151024,0.00282858,0.005192557,0.003630905,0.04283644,0.5159928],"study_design_scores_gemma":[0.0007821895,0.002673616,0.3280956,0.004155754,0.0005271183,0.1475382,0.003855727,0.1050963,0.06103392,0.02008248,0.3256276,0.0005314827],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7536941,0.009987537,0.1269669,0.007052982,0.002326546,0.002250203,0.008800738,0.01488587,0.07403522],"genre_scores_gemma":[0.8016592,0.002096068,0.1775644,0.001472998,0.0007735197,0.0005635406,0.00521369,0.0006357732,0.0100208],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01825983,"threshold_uncertainty_score":0.06108522,"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."}}