{"id":"W2027358475","doi":"10.1097/opx.0b013e31804636af","title":"Targeting Contact Lens Induced Dryness and Discomfort: What Properties Will Make Lenses More Comfortable","year":2007,"lang":"en","type":"review","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":157,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Dryness; Contact lens; Optometry; Lens (geology); Medicine; Ophthalmology; Optics; Surgery","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"],"consensus_categories":[],"category_scores_codex":[0.001525559,0.0004952716,0.001546876,0.0007238234,0.0006021845,0.0006584501,0.0002812177,0.0002870013,0.00002191687],"category_scores_gemma":[0.0001887191,0.0003142356,0.0001681637,0.001565937,0.0005337744,0.001984683,0.0003614045,0.0005816692,0.000005349925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008124341,"about_ca_system_score_gemma":0.0003452102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002163378,"about_ca_topic_score_gemma":0.000001428236,"domain_scores_codex":[0.9968975,0.00005469285,0.0006275697,0.0009009619,0.0008587487,0.00066059],"domain_scores_gemma":[0.9985964,0.0001554864,0.0002925302,0.000501563,0.0001229961,0.0003310165],"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":[0.0000350891,0.00007720156,0.003157933,0.007918744,0.00004962568,0.00005851378,0.0002475762,1.248244e-7,0.0009511202,0.00006186685,0.000007031242,0.9874352],"study_design_scores_gemma":[0.0009148808,0.0008027011,0.001894739,0.06035182,0.0006945693,0.0002328356,0.002893026,0.0001206558,0.0006279518,0.000003846973,0.9304285,0.001034445],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1894045,0.8092035,0.00003999963,0.00006012732,0.0003384848,0.0007052221,0.000007839661,0.00004163886,0.0001986994],"genre_scores_gemma":[0.0913332,0.907637,0.0001857207,0.0002488009,0.00009001023,0.00001368436,0.00002353861,0.00003553154,0.0004325056],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9864007,"threshold_uncertainty_score":0.999931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06288495704914701,"score_gpt":0.4382676652390417,"score_spread":0.3753827081898947,"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."}}