{"id":"W2731853424","doi":"10.18520/cs/v108/i8/1461-1475","title":"The Barrie Jones Lecture - Eye Care for the Neglected Population: Challenges and Solutions","year":2015,"lang":"en","type":"article","venue":"Current Science","topic":"Retinal and Optic Conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Onchocerciasis; Trachoma; Eye care; Blindness; Disadvantaged; Optometry; Population; Medicine; Health care; Visual impairment; Nursing; Environmental health; Economic growth; Immunology; Psychiatry; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005274923,0.001282353,0.0008896344,0.001431387,0.002152294,0.005701475,0.001584155,0.008894272,0.02450727],"category_scores_gemma":[0.008774031,0.0006509443,0.0009731473,0.0007148113,0.003108136,0.007241692,0.00392912,0.02008144,0.008541257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003578109,"about_ca_system_score_gemma":0.00515166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007424897,"about_ca_topic_score_gemma":0.01803657,"domain_scores_codex":[0.9974664,0.0008196749,0.000190606,0.0003855286,0.0008048926,0.0003329203],"domain_scores_gemma":[0.9935464,0.001468803,0.0002033397,0.0001291353,0.001432438,0.003219811],"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":[0.00001908169,0.00004181117,0.0002083433,0.0001494605,0.000008220618,0.0001311582,0.00007679397,0.00004449197,0.0000815973,0.002227627,0.9589212,0.03809015],"study_design_scores_gemma":[0.00002449191,0.00005005893,0.0006471364,0.0009724299,0.00001350561,0.0006439183,0.0006221599,0.0001014256,0.00009118309,0.00474306,0.9920655,0.00002513127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002122047,0.0815748,0.0004278639,0.7883148,0.1172004,0.00002342464,0.00003575133,0.00003070993,0.01218006],"genre_scores_gemma":[0.01072765,0.2651328,0.001870078,0.3328674,0.2585404,0.00008981259,0.0000982164,0.0001383592,0.1305352],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02450727,"threshold_uncertainty_score":0.08198494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09221907932087683,"score_gpt":0.3564367112973424,"score_spread":0.2642176319764656,"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."}}