{"id":"W3197605132","doi":"10.2196/25575","title":"Health Behavior Survey Among People Who Use Opioids: Protocol for Implementing Technology-Based Rapid Response Surveillance in Community Settings","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Nevada, Las Vegas; California HIV/AIDS Research Program","keywords":"Public health; Medicine; Psychological intervention; Population; Opioid overdose; Mental health; Environmental health; Opioid use disorder; Psychiatry; Nursing; Opioid","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.04157077,0.002972653,0.002493086,0.004547731,0.004563477,0.002022983,0.003235533,0.002834685,0.03411018],"category_scores_gemma":[0.02606255,0.002668526,0.002266763,0.003776934,0.001448226,0.002436313,0.003766314,0.004678326,0.01153129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004266958,"about_ca_system_score_gemma":0.01745815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009656882,"about_ca_topic_score_gemma":0.01538091,"domain_scores_codex":[0.9780292,0.01366771,0.003570867,0.001274888,0.001718623,0.001738706],"domain_scores_gemma":[0.9806129,0.003761994,0.001949636,0.003118154,0.008749409,0.001807917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02585431,0.03869817,0.1015838,0.01806364,0.001046213,0.001498198,0.01060781,0.009357906,0.009947528,0.01478558,0.421376,0.3471809],"study_design_scores_gemma":[0.05468919,0.02499351,0.328466,0.01018635,0.0006536041,0.0006355111,0.01203536,0.01511319,0.008549401,0.009809772,0.5339983,0.0008698049],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002963899,0.00004581608,0.005865009,0.0002422374,0.0001015458,0.9778901,0.01011376,0.0001678333,0.00260975],"genre_scores_gemma":[0.002272701,0.00006766814,0.008816664,0.000196223,0.00001906328,0.9860844,0.00204335,0.00001274516,0.0004871795],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04157077,"threshold_uncertainty_score":0.2198499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3393303374546683,"score_gpt":0.586701743970145,"score_spread":0.2473714065154767,"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."}}