{"id":"W4410042376","doi":"10.1007/978-3-031-82953-6_7","title":"Retinal Tumors","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Computer science; Medicine","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":[0.000124182,0.0005534922,0.0002499274,0.0008941857,0.0006385859,0.001334205,0.0004236432,0.0006879954,0.09016013],"category_scores_gemma":[0.0003163045,0.0002111807,0.0003561168,0.0004610997,0.000379552,0.0009399126,0.0007699655,0.001492061,0.03311114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006925965,"about_ca_system_score_gemma":0.0005822278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002074097,"about_ca_topic_score_gemma":0.007815257,"domain_scores_codex":[0.999905,0.000009789236,0.00000372017,0.00001484903,0.00005276308,0.00001380617],"domain_scores_gemma":[0.9999201,0.00002216479,0.000006388691,0.00001284795,0.00002308031,0.00001525879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002440309,0.00005422263,0.000216411,0.0002704499,0.000008251732,0.001024642,0.0001224113,0.0002764874,0.002800133,0.04379964,0.4763913,0.4750116],"study_design_scores_gemma":[0.000002074224,0.000009303823,0.0002052625,0.0001136392,0.000003538092,0.002282566,0.00002573291,0.00005832246,0.0004239088,0.003272754,0.9936004,0.000002636637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009572147,0.02662674,0.003076846,0.001601696,0.002169962,0.00003823573,0.0001334834,0.0002436116,0.9651521],"genre_scores_gemma":[0.004468523,0.01441512,0.001971263,0.001052391,0.0006781946,0.00001819051,0.0001268652,0.00006947746,0.9772],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09016013,"threshold_uncertainty_score":0.3016157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01519595160388977,"score_gpt":0.2814680299556258,"score_spread":0.266272078351736,"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."}}