{"id":"W4282973146","doi":"10.1097/j.jcrs.0000000000000993","title":"Hypo-osmolar accelerated corneal crosslinking on resultant sub-400 μm topography-guided excimer regularized keratoconus corneas","year":2022,"lang":"en","type":"article","venue":"Journal of Cataract & Refractive Surgery","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal; Université de Sherbrooke","funders":"","keywords":"Medicine; Phototherapeutic keratectomy; Ophthalmology; Keratoconus; Dioptre; Keratometer; Visual acuity; Photorefractive keratectomy; Corneal topography; Ablation; Excimer; Cornea; Internal medicine; Optics","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003551435,0.000548181,0.001667028,0.001177574,0.0007794927,0.0001493546,0.0002942827,0.0002143738,0.0008693633],"category_scores_gemma":[0.001820844,0.000484862,0.001347094,0.001627145,0.0002053847,0.0007104903,0.0001298095,0.002365272,0.00003020225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004980818,"about_ca_system_score_gemma":0.001635428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001769012,"about_ca_topic_score_gemma":0.000007101414,"domain_scores_codex":[0.9941948,0.0007959721,0.001965984,0.0006029455,0.001637356,0.0008029468],"domain_scores_gemma":[0.9926589,0.002727453,0.002254126,0.00065567,0.001141335,0.000562521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1564935,0.01006157,0.2677102,0.0003150709,0.00494759,0.03339805,0.002166931,0.00107869,0.2423306,0.0002710154,0.163492,0.1177348],"study_design_scores_gemma":[0.01131599,0.002711185,0.6300605,0.0008142728,0.001084898,0.008868676,0.001885259,0.000214866,0.04867223,0.001119942,0.2915015,0.001750682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929143,0.001272269,0.00005214644,0.001780964,0.00182404,0.0005951882,0.00008441092,0.00007067513,0.001406044],"genre_scores_gemma":[0.9951507,0.0004513274,0.00008178168,0.003028227,0.0005708808,0.00004687129,0.0001966056,0.00009238164,0.0003811931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3623503,"threshold_uncertainty_score":0.9999363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05818776177300567,"score_gpt":0.3037402942602634,"score_spread":0.2455525324872578,"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."}}