{"id":"W1995660005","doi":"10.1097/opx.0000000000000164","title":"Age, Behavior, Environment, and Health Factors in the Soft Contact Lens Risk Survey","year":2014,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Nova Southeastern University","keywords":"Medicine; Contact lens; Young adult; Cohort; Population; Age groups; Demography; Ophthalmology; Internal medicine; Environmental health","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":[0.00375939,0.0001035322,0.0002001859,0.0001685293,0.0002845215,0.00007975358,0.0001240453,0.00003984163,0.00001840726],"category_scores_gemma":[0.0002041303,0.00006250224,0.00002277537,0.0004678954,0.0002335287,0.0002164154,0.00006635444,0.000202146,0.000007415144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000263826,"about_ca_system_score_gemma":0.00003475008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004778528,"about_ca_topic_score_gemma":0.00004092518,"domain_scores_codex":[0.9987018,0.0001653869,0.0001606459,0.0003231364,0.0003964355,0.0002526321],"domain_scores_gemma":[0.9992644,0.0002266415,0.00007307457,0.0002806421,0.00001566381,0.0001395941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001043419,0.00006196669,0.986379,0.000007921253,0.000001339224,0.000002949252,0.0003366394,3.00952e-7,0.001119041,0.00003400402,0.000008892823,0.01203747],"study_design_scores_gemma":[0.0004593482,0.0004558349,0.996949,0.00002864042,0.00000896159,0.000004148026,0.0002697571,0.0001209322,0.0002090526,0.00000599403,0.001416352,0.00007201151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986082,0.0002778048,0.0003653316,0.0002742279,0.00005088399,0.0002041181,0.000008720728,0.000008032247,0.0002027053],"genre_scores_gemma":[0.9986288,0.0006568874,0.0001012654,0.0005442307,0.00001009834,0.000002293407,0.000005168502,0.000004514976,0.00004677307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01196545,"threshold_uncertainty_score":0.2548768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03865532374194172,"score_gpt":0.4070027855390858,"score_spread":0.3683474617971441,"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."}}