{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002707945,0.0002931228,0.0006017203,0.00007510499,0.00006277457,0.000009272937,0.0001049888,0.0002212368,0.1169932],"category_scores_gemma":[0.00002750513,0.0002341216,0.000364837,0.00001333617,0.00004789441,0.00004010495,0.000155835,0.0004371517,0.0003356521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002676016,"about_ca_system_score_gemma":0.0001224879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001977919,"about_ca_topic_score_gemma":0.00002054379,"domain_scores_codex":[0.9985865,0.00001400321,0.00037056,0.0003447636,0.0004910435,0.0001931721],"domain_scores_gemma":[0.9990676,0.00004754487,0.0001345262,0.0005499832,0.00005829014,0.0001420422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003017988,0.0001252393,0.00007540526,0.001729979,0.0005968087,0.002696582,0.0001050513,1.388946e-7,0.002692406,0.6936789,0.2550659,0.04293173],"study_design_scores_gemma":[0.0001248863,0.0002022296,0.00002449066,0.0003198203,0.0001832375,0.000455887,0.00001161889,0.000001755735,0.0001623252,0.002991154,0.9952577,0.0002649157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001223697,0.001641131,0.0001038146,0.0004884833,0.0002206825,0.0008203415,0.000008848526,0.0002398414,0.9964646],"genre_scores_gemma":[0.0004881348,0.00135668,0.0009960089,0.000927781,0.0001864381,0.0001078466,0.0001491885,0.00009860368,0.9956893],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7401918,"threshold_uncertainty_score":0.9547201,"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."}}