{"id":"W4383683649","doi":"10.58931/cect.2023.2225","title":"Management of recurrent corneal erosions: A stepwise approach","year":2023,"lang":"en","type":"article","venue":"Canadian Eye Care Today","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto East General Hospital","funders":"","keywords":"Medicine; Dermatology; Cornea; Surgery; Ophthalmology","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":[0.00008710307,0.0001215997,0.0002162449,0.0002089149,0.00005892938,0.000008403856,0.0001046662,0.00007639678,0.0001016555],"category_scores_gemma":[0.00001217635,0.0001155279,0.0001100114,0.0004391618,0.00003331257,0.00002680604,0.00003087752,0.0001235332,0.0001861164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002526587,"about_ca_system_score_gemma":0.0002739303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005292636,"about_ca_topic_score_gemma":0.008081184,"domain_scores_codex":[0.9990174,0.00002288273,0.0001713393,0.000232672,0.0002003135,0.000355417],"domain_scores_gemma":[0.9989986,0.000008958297,0.00003205376,0.0004054105,0.000105413,0.0004496065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003661163,0.0003195826,0.3133802,0.006395443,0.001665818,0.00723664,0.01673623,0.0001663408,0.001373041,0.01405286,0.05693255,0.5813751],"study_design_scores_gemma":[0.003591809,0.0006269938,0.6276188,0.001440332,0.0007533454,0.00001064696,0.0425855,0.0005239284,0.001251298,0.00006928098,0.3207918,0.0007362441],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469801,0.002499425,0.00002819223,0.0007566289,0.0004443214,0.0008578067,0.0001657154,0.0001051632,0.04816269],"genre_scores_gemma":[0.9954627,0.0002408797,0.0002871933,0.0002547597,0.00004579605,0.00004335609,0.0002874538,0.00002525176,0.003352577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5806389,"threshold_uncertainty_score":0.8000917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981708658936277,"score_gpt":0.2629119095938854,"score_spread":0.2430948230045227,"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."}}