{"id":"W7090897561","doi":"10.5281/zenodo.17348176","title":"Vision and Vulnerability: A Critical Review of Ocular Challenges and Their Implication on Adolescent Reproductive Health","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bayer (Canada)","funders":"","keywords":"Reproductive health; Visually impaired; Visual impairment; Braille; Vulnerability (computing); Affect (linguistics); Population; Blindness","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":[0.002335384,0.000662086,0.001561452,0.004885621,0.0007139838,0.001956601,0.0008160761,0.001374106,0.00353654],"category_scores_gemma":[0.006843613,0.0004028956,0.001177765,0.00409982,0.001165511,0.002733393,0.001257793,0.001837991,0.0003806311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001753179,"about_ca_system_score_gemma":0.005133717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006124577,"about_ca_topic_score_gemma":0.01158586,"domain_scores_codex":[0.9989391,0.0003917376,0.0002870667,0.0001109487,0.0002097504,0.00006137684],"domain_scores_gemma":[0.991644,0.006867174,0.0004920464,0.0000774414,0.0007707732,0.0001485939],"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":[0.00008474697,0.00005723318,0.00215351,0.08528621,0.0003127818,0.0003859298,0.00153986,0.0001867463,0.000179562,0.007695393,0.03687613,0.8652419],"study_design_scores_gemma":[0.00001445938,0.000156659,0.009540922,0.1919611,0.0009152465,0.002759156,0.003037327,0.0001147316,0.0001371683,0.004550856,0.7867476,0.00006480631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001825157,0.9983149,0.00004737309,0.0008721521,0.0002057058,0.000006941801,0.0000169354,0.000001496267,0.0003521085],"genre_scores_gemma":[0.00108202,0.9982194,0.00009854668,0.0002856644,0.0002155021,0.00000955883,0.00001442816,8.654526e-7,0.00007402934],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006124577,"threshold_uncertainty_score":0.01272029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08522832980867306,"score_gpt":0.3927621654140858,"score_spread":0.3075338356054127,"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."}}