{"id":"W6976673527","doi":"10.60692/fkt4e-21a72","title":"Vision loss, vision difficulty and psychological distress in South Africa: results from SANHANES-1","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Diffusion and Search Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychological distress; Distress; Odds; Logistic regression; Odds ratio; Association (psychology); Vision disorder; Public health; Mental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0002012386,0.0001617908,0.0001859409,0.00006791978,0.00007581073,0.0001619661,0.0001239304,0.0002207606,0.000009120932],"category_scores_gemma":[0.00007821568,0.0001244526,0.00005789066,0.00013554,0.00005273624,0.00002632713,0.0001888215,0.0001054831,0.00006460999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002438366,"about_ca_system_score_gemma":0.00001349202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003079596,"about_ca_topic_score_gemma":0.000003769187,"domain_scores_codex":[0.9986297,0.0001151376,0.000489377,0.0003191344,0.0002300567,0.0002165222],"domain_scores_gemma":[0.9992323,0.000007041186,0.0001399927,0.0003952076,0.0001094497,0.0001160461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.02683863,0.0008032626,0.3879393,0.001783417,0.0004763977,0.0009420685,0.4918626,0.001729065,0.03611555,0.001017797,0.006749155,0.04374276],"study_design_scores_gemma":[0.01481599,0.001400288,0.9225563,0.0007022545,0.00003935696,0.0001370211,0.03285128,0.01309144,0.006766908,0.00001147516,0.006455674,0.00117201],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956622,0.0000199296,0.001569883,0.00005852557,0.0001534332,0.0001494591,0.0007954983,0.00002898607,0.001562049],"genre_scores_gemma":[0.9982893,0.000003656819,0.0001845836,0.00006908679,0.00005354638,0.00001115111,0.001142323,0.000007193065,0.0002391806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5346171,"threshold_uncertainty_score":0.507503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0260647529016714,"score_gpt":0.2573203134669675,"score_spread":0.2312555605652961,"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."}}