{"id":"W4401400480","doi":"10.13189/ujph.2024.120412","title":"Period Poverty and Its Consequences among Secondary School Students in Perak, Malaysia","year":2024,"lang":"en","type":"article","venue":"Universal Journal of Public Health","topic":"Menstrual Health and Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Poverty; Attendance; Menstruation; Anxiety; Medicine; Period (music); Psychology; Demography; Environmental health; Psychiatry; Political science; Sociology","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":[0.001513048,0.0001214409,0.0003656518,0.0006130711,0.00007396959,0.00009128539,0.0001193155,0.00008026904,0.0005231341],"category_scores_gemma":[0.0001799358,0.00009719082,0.00005868331,0.0003138914,0.00009530769,0.0006793954,0.00003594442,0.0007147506,0.00001126857],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004552089,"about_ca_system_score_gemma":0.005784373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001991461,"about_ca_topic_score_gemma":0.00007051846,"domain_scores_codex":[0.9982607,0.0001972425,0.0005089698,0.0001690641,0.00044603,0.0004179582],"domain_scores_gemma":[0.9983445,0.00006165549,0.0001483092,0.00007509017,0.0001304008,0.001240072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004575113,0.0004933475,0.9046412,0.003257139,0.0002465051,0.004893841,0.01127847,0.000007628703,0.000211025,0.007561061,0.01228875,0.0546635],"study_design_scores_gemma":[0.01089005,0.003817397,0.8645033,0.002929104,0.00006557317,0.004612376,0.04385359,0.001340629,0.0000174743,0.0005315146,0.06702594,0.0004130014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593667,0.008186517,0.00003220705,0.03017624,0.0003093478,0.0002308285,0.000009110603,0.00001768417,0.001671377],"genre_scores_gemma":[0.9938952,0.00190633,0.0001701865,0.003490079,0.0001092786,6.631109e-7,0.000003747222,0.00001196224,0.0004125393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05473719,"threshold_uncertainty_score":0.9998519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03212445952768563,"score_gpt":0.3384408087688537,"score_spread":0.3063163492411681,"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."}}