{"id":"W4383684009","doi":"10.58931/cect.2023.2123","title":"Keratoconus Management: Navigating Patient Options","year":2023,"lang":"en","type":"article","venue":"Canadian Eye Care Today","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Blurred vision; Keratoconus; Cornea; Ophthalmology; Medicine; Optometry; Corneal topography; Retinoscopy; Refractive surgery; Refractive error; Eye disease","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":[0.00005175009,0.0001031435,0.0001263189,0.0001550127,0.0001880174,0.00002116724,0.00004995817,0.00005551524,0.0004282254],"category_scores_gemma":[0.00003676968,0.0001079878,0.00008216914,0.0005529118,0.00003016114,0.00003960348,0.00002090354,0.000139291,0.000574132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002164456,"about_ca_system_score_gemma":0.000182655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01053478,"about_ca_topic_score_gemma":0.02501431,"domain_scores_codex":[0.9991301,0.0000175503,0.000141996,0.0002034517,0.0001215831,0.0003853618],"domain_scores_gemma":[0.999143,0.00002043673,0.0000211958,0.0002332758,0.00006981276,0.000512286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002787901,0.00002472846,0.07942353,0.0003577642,0.0001344872,0.003680435,0.006101054,0.0002995608,0.00009652636,0.003082098,0.07080121,0.8359707],"study_design_scores_gemma":[0.0009741485,0.0001345419,0.1406683,0.0005434905,0.0001197346,0.00002240767,0.02551322,0.0002349304,0.0001874196,0.0002432572,0.8308775,0.0004810794],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9017177,0.0007039053,0.0000042075,0.002783475,0.0004719653,0.0006576811,0.0000848426,0.0002114421,0.0933648],"genre_scores_gemma":[0.9959603,0.00004095167,0.0000542489,0.002000826,0.00005613503,0.0000979152,0.0003336088,0.00002142394,0.001434572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8354896,"threshold_uncertainty_score":0.9960542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108004864739135,"score_gpt":0.2599815122989384,"score_spread":0.2491810258250249,"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."}}