{"id":"W4411448786","doi":"10.1080/15381501.2025.2519589","title":"A rocky road to resiliency: An exploration of GetaKit by BlackCAP","year":2025,"lang":"en","type":"article","venue":"Journal of HIV & Social Services","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Black Coalition for AIDS Prevention; University of Ottawa; Institute for Christian Studies; University of Toronto","funders":"","keywords":"Geography; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004516383,0.0004888931,0.0004959456,0.001707392,0.03032171,0.006650686,0.002024598,0.00175895,0.009689748],"category_scores_gemma":[0.004545344,0.0004565802,0.0004183069,0.002691069,0.0123286,0.004609611,0.01009161,0.003113663,0.0004673287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04024084,"about_ca_system_score_gemma":0.05221206,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.712013,"about_ca_topic_score_gemma":0.9112921,"domain_scores_codex":[0.9951781,0.002486511,0.00005302061,0.0001753137,0.0005314694,0.001575519],"domain_scores_gemma":[0.9962042,0.001447315,0.0002386897,0.0001210105,0.0004423384,0.001546468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003482097,0.00005673652,0.006358878,0.0001646665,0.000007492703,0.0008647443,0.9699051,0.00002348303,0.0001774059,0.007307882,0.004646847,0.01045206],"study_design_scores_gemma":[0.000003086355,0.00001680794,0.004475185,0.000203989,0.000005209693,0.00009059817,0.9672155,0.00002568444,0.00004276923,0.0005500203,0.02736276,0.000008278474],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8801984,0.002872214,0.0008738129,0.03815714,0.000233744,0.000286177,0.0003187452,0.00004363443,0.07701597],"genre_scores_gemma":[0.9736223,0.002294949,0.0007966387,0.005612943,0.00002951123,0.0001842897,0.0001398939,0.00007482389,0.0172447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.712013,"threshold_uncertainty_score":0.579366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02288746006603081,"score_gpt":0.3047000333805643,"score_spread":0.2818125733145335,"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."}}