{"id":"W4412654226","doi":"10.1007/s10384-025-01241-z","title":"Implementation of pneumatic retinopexy in the Japanese population","year":2025,"lang":"en","type":"article","venue":"Japanese Journal of Ophthalmology","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Computer science; Ophthalmology; 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":[0.001217404,0.00007730949,0.0003414587,0.0002951964,0.00002604345,0.000005041333,0.0001103606,0.00005175078,0.0001558642],"category_scores_gemma":[0.000232884,0.00004653789,0.0001229017,0.000369876,0.00004161522,0.00008286916,0.00001803473,0.0001648866,0.000001931458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003634669,"about_ca_system_score_gemma":0.00005324141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000345037,"about_ca_topic_score_gemma":0.000003594674,"domain_scores_codex":[0.9986275,0.0002444168,0.0007015304,0.00007558981,0.0002212826,0.0001296237],"domain_scores_gemma":[0.9990829,0.0002532949,0.0003362946,0.0001435755,0.000154024,0.00002992331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004012773,0.0001682818,0.9769807,0.0001331877,0.00005597901,0.0008761038,0.002825411,0.00002430815,0.01711855,0.000247323,0.00006260925,0.001106227],"study_design_scores_gemma":[0.0009245223,0.0003801229,0.9708222,0.00009458283,0.00006192159,0.01933324,0.006873342,0.00002265371,0.0008257278,0.0006096935,0.00001622804,0.00003577741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956751,0.0001024322,0.00000411424,0.001695619,0.0001420166,0.000173883,3.49216e-7,0.000001984921,0.002204447],"genre_scores_gemma":[0.9995852,0.00000772415,0.0001249335,0.0001362119,0.00003520688,0.000005151969,0.000003974755,0.000004132605,0.00009751847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01845713,"threshold_uncertainty_score":0.189776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02081740905805458,"score_gpt":0.3589631897564612,"score_spread":0.3381457806984067,"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."}}