{"id":"W3104651931","doi":"10.1016/j.jtos.2020.11.003","title":"Assessment of response to multimodal management of neurotrophic corneal disease","year":2020,"lang":"en","type":"article","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"European Genetics Foundation","keywords":"Medicine; Pars plana; Vitrectomy; Perforation; Ophthalmology; Corneal perforation; Surgery; Visual acuity","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":[0.0003498817,0.0001475096,0.0003194782,0.00002437371,0.00003752502,0.000006532711,0.0002102329,0.00002919191,0.00007247269],"category_scores_gemma":[0.00005142237,0.0001081155,0.0001758195,0.0002868091,0.0000557039,0.00002910512,0.0001573593,0.0001398863,0.00003814711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002645358,"about_ca_system_score_gemma":0.00009438566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002214407,"about_ca_topic_score_gemma":5.04432e-7,"domain_scores_codex":[0.9985768,0.0002095242,0.0002829863,0.0002464315,0.0004873686,0.000196859],"domain_scores_gemma":[0.9988614,0.00006084325,0.00009184063,0.0006175756,0.00008944152,0.0002789371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01866877,0.0009426823,0.2142006,0.001756927,0.001214309,0.001780013,0.001400083,0.04276753,0.7120509,0.002851863,0.0002870238,0.002079327],"study_design_scores_gemma":[0.002085702,0.0008307823,0.9715226,0.0002068105,0.0004844608,0.000001701922,0.0003510428,0.01129995,0.01009907,0.00001694283,0.002932051,0.0001688342],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863891,0.0002726265,0.001725531,0.01033043,0.00005265938,0.0008227403,0.00002284664,0.00003151341,0.0003525264],"genre_scores_gemma":[0.9950923,0.0000471803,0.00341895,0.001126706,0.00001720133,0.000006817326,0.000005096894,0.00002627314,0.0002594391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.757322,"threshold_uncertainty_score":0.440882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01997525374503553,"score_gpt":0.2903298124986044,"score_spread":0.2703545587535688,"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."}}