{"id":"W4387464262","doi":"10.58396/bephs020104","title":"The prevalence and experience of illicit drug use","year":2023,"lang":"en","type":"article","venue":"Biomedicine Engineering and Public Health Studies","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Karachi; University of Calgary","keywords":"Illicit drug; Drug; Environmental health; Business; Internet privacy; Medicine; Psychiatry; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00115849,0.0001275295,0.0003166035,0.001637477,0.0008847952,0.001842342,0.000343445,0.0005220108,0.003111844],"category_scores_gemma":[0.007465673,0.0001588693,0.0002697357,0.00151505,0.001337485,0.002448428,0.002200798,0.0008001811,0.0003287952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006862103,"about_ca_system_score_gemma":0.0005081946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006319611,"about_ca_topic_score_gemma":0.00766244,"domain_scores_codex":[0.9982072,0.0007034008,0.0002030265,0.0001231474,0.0005655648,0.0001977006],"domain_scores_gemma":[0.9967211,0.001232947,0.00102698,0.0001090015,0.0004816577,0.0004283216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000121191,0.00009922498,0.7231017,0.0008624899,0.0001066526,0.001259733,0.1498631,0.0001380576,0.001701716,0.004562689,0.003017703,0.1151657],"study_design_scores_gemma":[0.000002346015,0.0001707491,0.7976748,0.0007123642,0.00002852433,0.003570925,0.1650608,0.0001438941,0.0002421848,0.001008868,0.03133459,0.00004981401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661918,0.007715136,0.0005428584,0.002382508,0.00008549818,0.00003042827,0.0007708689,0.00001423044,0.02226669],"genre_scores_gemma":[0.9890159,0.00872579,0.0003482205,0.0003616093,0.00007572336,0.00001761033,0.0002482992,0.000005266413,0.001201678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006319611,"threshold_uncertainty_score":0.01256567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.106487605778708,"score_gpt":0.3848725002143159,"score_spread":0.2783848944356079,"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."}}