{"id":"W2944762169","doi":"10.15353/cjo.77.486","title":"Vernal Keratoconjunctivitis and its Management Challenges","year":2015,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vernal keratoconjunctivitis; Medicine; Keratoconjunctivitis; Disease; Allergic conjunctivitis; Dermatology; Palpebral fissure; Pediatrics; Incidence (geometry); Asthma; Surgery; Immunology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0019843,0.0005108613,0.001266988,0.006032728,0.0002486783,0.0002771177,0.0006128779,0.0003342998,0.0004424576],"category_scores_gemma":[0.0004378876,0.0004771468,0.0004640495,0.001548631,0.0002056339,0.0008737695,0.00003171102,0.001317134,0.00005184913],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001419147,"about_ca_system_score_gemma":0.007009856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008632272,"about_ca_topic_score_gemma":0.001480433,"domain_scores_codex":[0.995966,0.0001766076,0.00128918,0.0003288181,0.001070884,0.001168529],"domain_scores_gemma":[0.9870943,0.0001007891,0.0009451491,0.000370081,0.001895541,0.009594095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001978991,0.0000570415,0.9664519,0.0002495836,0.001474999,0.01851769,0.0008910354,0.00004920781,0.00007732277,0.00009050043,0.004596445,0.007346397],"study_design_scores_gemma":[0.006163453,0.00152698,0.9243774,0.001373711,0.0007943748,0.01343204,0.004128454,0.00005787924,0.0005700319,0.0000153714,0.04692701,0.0006332289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9331645,0.05338207,0.0001613009,0.005616613,0.001795479,0.0003193758,0.00005826105,0.000006718414,0.005495667],"genre_scores_gemma":[0.994187,0.001941287,0.001435121,0.0008056634,0.0008519485,0.000002284271,0.000003577125,0.00009081194,0.0006822807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06102252,"threshold_uncertainty_score":0.999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845352508950138,"score_gpt":0.2994344423324965,"score_spread":0.2709809172429951,"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."}}