{"id":"W2592459293","doi":"10.1016/j.jtos.2017.03.001","title":"A link between tear breakup and symptoms of ocular irritation","year":2017,"lang":"en","type":"article","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"National Eye Institute","keywords":"Irritation; Medicine; Eye irritation; Clinical trial; Ophthalmology; Schirmer test; Contact lens; Anesthesia; Internal medicine; Dry eyes","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004676404,0.0003954506,0.0003111736,0.001370784,0.0004637771,0.0009035114,0.0004776974,0.001643194,0.009762952],"category_scores_gemma":[0.006922731,0.0002367118,0.0007080326,0.0009149662,0.0006610636,0.0009246102,0.0006203091,0.001852444,0.0005205386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003476363,"about_ca_system_score_gemma":0.0004153243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001856456,"about_ca_topic_score_gemma":0.001270157,"domain_scores_codex":[0.9994753,0.0001525248,0.00007584038,0.00008375612,0.0001226347,0.00008994688],"domain_scores_gemma":[0.9917772,0.003903478,0.002736714,0.0004225277,0.00063034,0.0005296951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001009583,0.0004684705,0.9792151,0.0001525289,0.0002194657,0.006485006,0.0001559397,0.0001113981,0.00298503,0.0004071022,0.000571535,0.008218735],"study_design_scores_gemma":[0.00003059451,0.0005390026,0.9886405,0.00005907642,0.000142897,0.008319603,0.0002922629,0.0003853615,0.0004090747,0.0004294896,0.0007367464,0.00001534967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793723,0.007707394,0.0007337107,0.001889907,0.000244156,0.00004399469,0.0003987974,0.00006564467,0.00954411],"genre_scores_gemma":[0.9982022,0.0006358633,0.000262404,0.0001243778,0.0001803595,0.000007736533,0.0001107655,0.000003245164,0.0004730495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009762952,"threshold_uncertainty_score":0.03266031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0162376556875885,"score_gpt":0.2773091803405877,"score_spread":0.2610715246529992,"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."}}