{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002389596,0.001070949,0.0005830511,0.002119319,0.001975953,0.002868244,0.0007567627,0.001809071,0.1084838],"category_scores_gemma":[0.0007875049,0.0004728326,0.0004124175,0.00165437,0.001423701,0.002249044,0.001880336,0.003573671,0.05954305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001400049,"about_ca_system_score_gemma":0.001743841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007917585,"about_ca_topic_score_gemma":0.04110651,"domain_scores_codex":[0.9998013,0.00003211645,0.000009511457,0.00002826374,0.0001029029,0.00002589164],"domain_scores_gemma":[0.9997736,0.00007123388,0.00001284251,0.00002410281,0.00006619855,0.00005205279],"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":[0.00001098696,0.00002736779,0.00009758057,0.0001591941,0.000004134685,0.0001142322,0.0002987947,0.0001831292,0.0002377819,0.05497001,0.7814813,0.1624156],"study_design_scores_gemma":[0.000001211822,0.000004045624,0.000117481,0.00009773388,0.000001398371,0.000112553,0.00004573392,0.00002403682,0.00002057777,0.006299639,0.9932734,0.000002180668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002083373,0.0458341,0.0007852077,0.002676677,0.004962495,0.00002608649,0.00007440909,0.00009116176,0.9453415],"genre_scores_gemma":[0.001313073,0.01761401,0.000483658,0.001615792,0.001664599,0.00002628112,0.00005494658,0.00003860379,0.9771889],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1084838,"threshold_uncertainty_score":0.3629146,"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."}}