{"id":"W2024721405","doi":"10.1167/iovs.10-5349","title":"A Role of Corneal Mechanical Adaptation in Contact Lens–Related Dry Eye Symptoms","year":2010,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Contact lens; Ophthalmology; Adaptation (eye); Optometry; Cornea; Medicine; Optics; Physics","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":[0.0008347449,0.0001873144,0.0004211012,0.0002502543,0.00009608841,0.00001314358,0.0002475558,0.000239823,0.0001694992],"category_scores_gemma":[0.0008232934,0.0001658151,0.00007734558,0.0009654411,0.001777574,0.0003347859,0.0000990564,0.0006426905,0.0000553954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007358497,"about_ca_system_score_gemma":0.0007549429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004650843,"about_ca_topic_score_gemma":0.00006620982,"domain_scores_codex":[0.9980481,0.0001241016,0.0004391553,0.0005109935,0.0004375479,0.000440097],"domain_scores_gemma":[0.9988818,0.0001409189,0.0002010367,0.0002648539,0.0002641568,0.0002472967],"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":[0.00005208297,0.0001287557,0.3509336,0.0000058337,0.0000132316,0.00009233729,0.0006411661,0.000004147762,0.6454918,0.002350806,1.642469e-7,0.0002860103],"study_design_scores_gemma":[0.0007627868,0.001124758,0.5996606,0.00006168074,0.00002439403,0.00003322409,0.0005782711,0.004614046,0.3896566,0.00335062,0.000008719468,0.0001242639],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971632,0.00004694244,0.000002451925,0.0002388058,0.0002252665,0.0003734344,0.000004222588,0.00002964036,0.001916072],"genre_scores_gemma":[0.9988484,0.00000217966,0.0008761381,0.0001494856,0.00002395219,0.00001774206,0.000007630854,0.00001373735,0.00006067568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2558352,"threshold_uncertainty_score":0.6761743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02381797211916973,"score_gpt":0.3160928660337436,"score_spread":0.2922748939145739,"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."}}