{"id":"W4411450937","doi":"10.1016/j.ssaho.2025.101622","title":"Young women's health behaviours in context: a qualitative longitudinal study in the Bukhali trial","year":2025,"lang":"en","type":"article","venue":"Social Sciences & Humanities Open","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto","funders":"Canadian Institutes of Health Research; South African Medical Research Council; UK Research and Innovation","keywords":"Qualitative research; Context (archaeology); Longitudinal study; Psychology; Developmental psychology; Gerontology; Medicine; Sociology; Geography; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01385294,0.0001679764,0.0005168179,0.0002337007,0.004653699,0.0002126452,0.001303088,0.00007307874,0.0001966166],"category_scores_gemma":[0.000178781,0.0001223092,0.00004715168,0.0009165939,0.000557506,0.0003789633,0.0004071324,0.0008084588,0.00001359344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009916427,"about_ca_system_score_gemma":0.002528859,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1115508,"about_ca_topic_score_gemma":0.486495,"domain_scores_codex":[0.9919361,0.005353737,0.0008440493,0.0004272347,0.0005096035,0.0009292188],"domain_scores_gemma":[0.9986421,0.0007824805,0.0003061846,0.0001601907,0.00006335062,0.0000456532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007569946,0.0006122438,0.1022853,0.0000312663,0.000005316421,0.000003665765,0.8170136,1.912451e-7,5.039254e-8,0.0759758,0.002796667,0.0005189249],"study_design_scores_gemma":[0.009431547,0.0005044319,0.2418018,0.000179736,0.00000338455,7.854096e-8,0.7403135,7.964806e-7,1.790176e-8,0.006861877,0.0008101813,0.00009262498],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602362,0.0001123262,0.000001933685,0.0109342,0.0009549336,0.006155795,0.00003070709,0.0000202805,0.02155362],"genre_scores_gemma":[0.9901694,0.0000120588,0.000006181615,0.007271776,0.0002908841,0.0003130984,0.000005925779,0.000006585669,0.001924073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3749442,"threshold_uncertainty_score":0.9966421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3763354768403497,"score_gpt":0.5887713408181581,"score_spread":0.2124358639778083,"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."}}