{"id":"W3212626256","doi":"","title":"Visual acuity screening by teachers in southern Indian schools: a non-randomized cluster-controlled trial of alternate screening models","year":2020,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Color perception and design","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Optometry; Randomized controlled trial; Cluster randomised controlled trial; Cluster (spacecraft); Visual acuity; Medicine; Psychology; Ophthalmology; Computer science; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004964191,0.000470921,0.001614948,0.000502963,0.0002746662,0.00008742353,0.0009861927,0.0003364539,0.0005578099],"category_scores_gemma":[0.001993907,0.0004159984,0.0003316769,0.001438081,0.00488558,0.000577941,0.0003114257,0.000958751,0.0001271385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009719544,"about_ca_system_score_gemma":0.0003670443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002262478,"about_ca_topic_score_gemma":0.00001669276,"domain_scores_codex":[0.9934493,0.002315414,0.001284371,0.001251013,0.0007711145,0.0009287587],"domain_scores_gemma":[0.9971784,0.0008278385,0.0007883229,0.0002978457,0.0001965563,0.0007110718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.6828364,0.0008758294,0.007278962,0.00001697589,0.0002902327,0.0002656023,0.1125981,0.001465328,0.1920046,0.0001635521,0.0001747359,0.002029675],"study_design_scores_gemma":[0.8917357,0.002975066,0.001371345,0.0001028811,0.00008586018,0.00006748326,0.01863983,0.07880332,0.003191614,0.002334439,0.000003962587,0.0006885108],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891242,0.00004660669,0.003387724,0.000985256,0.0003050744,0.003154808,0.00002460069,0.00007062578,0.002901049],"genre_scores_gemma":[0.9956484,0.000001628612,0.002304874,0.001078455,0.0001435597,0.0004828418,0.00001125338,0.00003751035,0.0002914109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2088993,"threshold_uncertainty_score":0.9998292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0756041929822745,"score_gpt":0.3788487705876039,"score_spread":0.3032445776053294,"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."}}