{"id":"W4321003897","doi":"10.1111/aos.15297","title":"Probing mechanisms and improving management of glaucoma following Boston keratoprosthesis surgery","year":2023,"lang":"en","type":"article","venue":"Acta Ophthalmologica","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"BrightFocus Foundation","keywords":"Keratoprosthesis; Glaucoma; Medicine; Cornea; Ophthalmology; Complication; Intraocular pressure; Corneal transplantation; Blindness; Surgery; Optometry","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":[0.0004144319,0.0001677078,0.0004101033,0.000112106,0.0001177582,0.00001558742,0.00005328029,0.00008681227,0.00005838344],"category_scores_gemma":[0.00005213166,0.0001314824,0.0001790527,0.0003893329,0.00002757452,0.00008058066,0.0001407642,0.00007711782,0.00001659614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003116534,"about_ca_system_score_gemma":0.00001910172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003038663,"about_ca_topic_score_gemma":1.539578e-7,"domain_scores_codex":[0.9988409,0.000040524,0.0002741246,0.000332952,0.0001983927,0.0003131194],"domain_scores_gemma":[0.9992999,0.0002382567,0.0001043471,0.0002454435,0.00002054497,0.00009146988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003568855,0.0003742022,0.8868011,0.0007587061,0.0006998623,0.01607494,0.0001657296,2.88878e-7,0.04645767,0.0004711691,0.0001510075,0.04768842],"study_design_scores_gemma":[0.0005438519,0.000309238,0.9803879,0.0003706366,0.000261218,0.0006502118,0.0002896971,0.00005735824,0.01567205,0.001178232,0.00008036358,0.0001992006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973498,0.00014259,0.000008312883,0.0002424514,0.0001435408,0.0004100844,0.000003422666,0.0001242493,0.001575522],"genre_scores_gemma":[0.998319,0.00007352974,0.0007826476,0.00003873761,0.00001288289,0.00006870038,0.00002856369,0.00001964746,0.0006562918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09358683,"threshold_uncertainty_score":0.5361697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03612034008006822,"score_gpt":0.2713252892941514,"score_spread":0.2352049492140832,"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."}}