{"id":"W3016420377","doi":"10.22374/jded.v3i(sp1).22","title":"Diagnostic Overview Presented at Dry Eye University","year":2020,"lang":"en","type":"article","venue":"Journal of Dry Eye Disease","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Service (business); Patient care; Optometry; Primary care; Medicine; Computer science; Nursing; Family medicine; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004560696,0.0008985839,0.0005448197,0.003261147,0.00105163,0.001355543,0.0006177312,0.002223924,0.1220486],"category_scores_gemma":[0.002653236,0.0003304468,0.0005343215,0.0007440523,0.0001925838,0.001247193,0.0008650754,0.00226018,0.0249042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001108978,"about_ca_system_score_gemma":0.0009523691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002660638,"about_ca_topic_score_gemma":0.003206986,"domain_scores_codex":[0.9995943,0.00006184145,0.00005939492,0.0000604971,0.0001245784,0.00009949035],"domain_scores_gemma":[0.9991647,0.0001120406,0.00004403089,0.00002465781,0.0003969548,0.0002575996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001911259,0.0001461588,0.00816077,0.0005027733,0.00003409718,0.0442098,0.0001655302,0.0002188381,0.001913773,0.001964553,0.8360662,0.1064264],"study_design_scores_gemma":[0.00004751649,0.0001666436,0.0133357,0.001514924,0.00004630908,0.1252737,0.0004058543,0.0004012519,0.0006106446,0.002373361,0.8557768,0.00004730791],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02919705,0.09479467,0.0114532,0.2131298,0.08012856,0.001725805,0.009048468,0.002242876,0.5582795],"genre_scores_gemma":[0.2195644,0.1394894,0.01631101,0.09710336,0.1452191,0.0009443554,0.01601068,0.00110322,0.3642545],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1220486,"threshold_uncertainty_score":0.4082932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1220109077167637,"score_gpt":0.4509549985809659,"score_spread":0.3289440908642022,"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."}}