{"id":"W3160954159","doi":"10.1016/j.jtos.2021.05.003","title":"Ocular redness – I: Etiology, pathogenesis, and assessment of conjunctival hyperemia","year":2021,"lang":"en","type":"review","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Eye Institute; National Institutes of Health","keywords":"Etiology; Medicine; Conjunctiva; Grading (engineering); Pathological; Pathology; Dermatology; Biology","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":[0.0005309448,0.001211097,0.002096876,0.003254181,0.0002311205,0.001252242,0.001085428,0.0009937458,0.001494123],"category_scores_gemma":[0.0009722285,0.0003361441,0.0009830634,0.002572188,0.000661741,0.001490549,0.0007609744,0.001551696,0.0006475926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005687431,"about_ca_system_score_gemma":0.001029281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002103952,"about_ca_topic_score_gemma":0.002681177,"domain_scores_codex":[0.9996692,0.00005021702,0.00008328509,0.00007565655,0.00009402142,0.00002760415],"domain_scores_gemma":[0.9994901,0.0002397208,0.0001264674,0.00001340123,0.0001012309,0.00002897643],"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":[0.0001413677,0.0001146781,0.002428288,0.02757891,0.0002707276,0.0008067024,0.00007936947,0.0003518046,0.001720908,0.0013659,0.01711708,0.9480243],"study_design_scores_gemma":[0.0001234891,0.00046914,0.03094466,0.03894372,0.001822731,0.03185526,0.0005599384,0.0009246089,0.002072107,0.005300716,0.8868213,0.0001622407],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000106731,0.9995517,0.00004258364,0.00007801958,0.00004659091,0.000001986869,0.000007068855,0.000001782296,0.0001634442],"genre_scores_gemma":[0.001278574,0.9981717,0.0001175082,0.0001004913,0.0001921252,0.000003306721,0.00002132494,7.456733e-7,0.0001141662],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003254181,"threshold_uncertainty_score":0.004998267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04876543071326012,"score_gpt":0.3599543034725712,"score_spread":0.3111888727593111,"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."}}