{"id":"W4313376230","doi":"10.1007/978-3-031-11946-0_10","title":"Pneumatic Retinopexy (Toronto Technique)","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000671478,0.0005015724,0.0001769978,0.0006771323,0.0004698625,0.0004440107,0.0002888291,0.0006123651,0.0442667],"category_scores_gemma":[0.0001612431,0.0001723065,0.0002825005,0.0004323988,0.0003510212,0.0004557766,0.0003929875,0.001058771,0.00926709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005160959,"about_ca_system_score_gemma":0.0007007045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.014781,"about_ca_topic_score_gemma":0.06388652,"domain_scores_codex":[0.9999537,0.000002736166,0.000002166867,0.000007222545,0.00002733059,0.000006870656],"domain_scores_gemma":[0.9999751,0.000009817915,0.000002033748,0.000003096223,0.000004784728,0.000005258892],"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":[0.00004359045,0.00002581093,0.0002409344,0.0003004539,0.000008303024,0.001586708,0.0001335117,0.0005539648,0.003408448,0.02442297,0.3122123,0.657063],"study_design_scores_gemma":[0.000006676076,0.00002847018,0.001829229,0.0001015111,0.00000639424,0.00738796,0.00002264038,0.0002102276,0.0007448092,0.003473777,0.9861773,0.0000108975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003679771,0.05029726,0.009472528,0.002086448,0.003316186,0.00007241681,0.0005377674,0.0007305297,0.9298071],"genre_scores_gemma":[0.01346712,0.0256736,0.00674198,0.0008880096,0.000735193,0.0000278791,0.0002749157,0.0001494254,0.9520419],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0442667,"threshold_uncertainty_score":0.1480868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018891652351106,"score_gpt":0.2522447599070216,"score_spread":0.2333531075559156,"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."}}