{"id":"W4412819142","doi":"10.29173/spectrum303","title":"The Situation of Mothers Impacted by Albinism in sub-Saharan Africa: A Video Analysis","year":2025,"lang":"en","type":"article","venue":"Spectrum","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Trinity Western University","funders":"","keywords":"Albinism; Geography; Optometry; Socioeconomics; Medicine; Sociology; Biology; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004692498,0.00005883283,0.0001276815,0.0001572174,0.0001853685,0.00003119991,0.0001710718,0.00005480469,0.00007226468],"category_scores_gemma":[0.00008627382,0.00004194781,0.00006719831,0.001303857,0.0001226895,0.00006123401,0.00001596306,0.00006769254,0.00000906024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001022609,"about_ca_system_score_gemma":0.000100118,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001789658,"about_ca_topic_score_gemma":0.02082583,"domain_scores_codex":[0.9992052,0.0001148309,0.000164864,0.0001150593,0.0001905104,0.0002095554],"domain_scores_gemma":[0.9996461,0.0001422813,0.000060484,0.0001036765,0.00001867624,0.00002879334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003862782,0.0007793334,0.09719782,0.00006360469,0.004252742,0.00001361813,0.1975667,0.0001261455,0.02829668,0.2123419,0.4091813,0.04979381],"study_design_scores_gemma":[0.00126903,0.00008597256,0.6491785,0.00008648707,0.0003695177,1.007493e-7,0.02234077,0.0005523392,0.01052706,0.07152894,0.2435388,0.00052246],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7511848,0.00935616,0.0002408425,0.07168671,0.0003843066,0.0005107418,0.00001593062,0.00008785538,0.1665326],"genre_scores_gemma":[0.992445,0.002583828,0.00001121285,0.00003097018,0.00001397415,0.000005996277,0.000004140877,0.00000250977,0.004902375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5519807,"threshold_uncertainty_score":0.9970415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210708186189302,"score_gpt":0.2684355443509223,"score_spread":0.2563284624890293,"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."}}