{"id":"W4378219624","doi":"10.1007/978-3-031-25358-4_10","title":"Neurosurgery and Ophthalmology","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Retinopathy of Prematurity Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Neurosurgery; Medicine; Perioperative; Physiology; Central nervous system; Intensive care medicine; Pediatrics; Anesthesia; Surgery; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001125858,0.0002223259,0.0005947988,0.0001545259,0.0000386402,0.000008212625,0.00003691308,0.0002755383,0.0005849096],"category_scores_gemma":[0.0001353277,0.0001835744,0.0001062418,0.00001171677,0.0001742786,0.00001233053,0.0001636386,0.0003338,0.0005648002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001177925,"about_ca_system_score_gemma":0.00002637795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005039401,"about_ca_topic_score_gemma":0.000001177449,"domain_scores_codex":[0.9991013,0.000006206074,0.0002158914,0.0003428817,0.0001735828,0.0001601551],"domain_scores_gemma":[0.999328,0.0002054426,0.00006741614,0.0002596896,0.00005212051,0.00008732837],"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":[0.0004752623,0.00008271046,0.01890249,0.003984382,0.001722849,0.05450517,0.0004977647,9.804481e-8,0.0005274362,0.332508,0.5657391,0.02105475],"study_design_scores_gemma":[0.001949593,0.001617104,0.1506758,0.002282996,0.001506467,0.0358673,0.0001034951,0.00002066017,0.0001542442,0.1062612,0.6976621,0.001898945],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002987023,0.0008982018,3.842966e-7,0.002292095,0.0004859709,0.0002417062,0.000007844994,0.0001890803,0.9928977],"genre_scores_gemma":[0.003979282,0.001053427,0.000112229,0.0003621981,0.0002313735,0.000004877446,0.0000143292,0.00007076083,0.9941715],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2262468,"threshold_uncertainty_score":0.7485946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06043435185953201,"score_gpt":0.28690001099009,"score_spread":0.226465659130558,"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."}}