{"id":"W3095713894","doi":"10.1097/opx.0000000000001603","title":"Dry Eye Disease in University‐based Clinics in Canada: A Retrospective Chart Review","year":2020,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Association for Canadian Studies; Université de Montréal","funders":"","keywords":"Medicine; Retrospective cohort study; Artificial tears; Population; Pediatrics; Family medicine; Ophthalmology; Optometry; Surgery; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003912431,0.00006758742,0.0002085258,0.0001360619,0.00005032014,0.000009284533,0.0001102871,0.00001701407,0.00004120266],"category_scores_gemma":[0.0003820211,0.000060528,0.00002485095,0.002287688,0.00008008413,0.0001605162,0.00006028042,0.0001617438,0.000006170798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002424747,"about_ca_system_score_gemma":0.001358504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115391,"about_ca_topic_score_gemma":0.006067514,"domain_scores_codex":[0.9990041,0.00003069568,0.0001308635,0.0003142327,0.0003556756,0.0001644157],"domain_scores_gemma":[0.9994038,0.0000336566,0.00003741707,0.0001493886,0.00005795223,0.0003178074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006890835,0.00002298691,0.9978586,0.0001712926,8.358895e-7,0.0001583567,0.00002535548,0.00000232955,0.0001390275,0.00001989841,0.000009273404,0.001523129],"study_design_scores_gemma":[0.0006123765,0.00008223064,0.9916121,0.0009391902,0.0000106899,4.059398e-8,0.0001286588,0.004246467,0.00005469151,0.000001550326,0.002241067,0.00007088365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916753,0.002144546,0.00004505811,0.00560692,0.00003786392,0.0001829357,0.000007541594,0.000006428571,0.0002934077],"genre_scores_gemma":[0.9935714,0.00184675,0.0001119154,0.004416903,0.000008446223,4.092257e-7,0.000001638318,0.000002584994,0.00003995216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006246452,"threshold_uncertainty_score":0.9954309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511928808281134,"score_gpt":0.3656197070432121,"score_spread":0.3505004189604008,"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."}}