{"id":"W4391774199","doi":"10.30770/2572-1852-109.4.6","title":"Collaboration and Engagement to Support Public Protection","year":2023,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public engagement; Political science; Public relations; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.09288567,0.00157528,0.001829681,0.003823401,0.03414613,0.03665697,0.005099852,0.01724594,0.05507807],"category_scores_gemma":[0.1228301,0.001141916,0.00215563,0.002829505,0.03309355,0.0383354,0.08744337,0.03971981,0.01464694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01614354,"about_ca_system_score_gemma":0.08477747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008216044,"about_ca_topic_score_gemma":0.01011608,"domain_scores_codex":[0.8312666,0.1170507,0.003049882,0.007241127,0.01658417,0.02480754],"domain_scores_gemma":[0.7818534,0.05080024,0.009754915,0.01530559,0.0204796,0.1218063],"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":[0.00009429303,0.000440602,0.003551755,0.0006792294,0.0001087226,0.0007319311,0.1010504,0.0002955112,0.000519853,0.2044106,0.5380085,0.1501086],"study_design_scores_gemma":[0.00003673928,0.0001005232,0.001239126,0.001445156,0.00001605031,0.0002644933,0.03763868,0.0001502796,0.0001496163,0.07311144,0.8857948,0.00005298368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00461758,0.006004856,0.01029003,0.8690056,0.007059708,0.0002548052,0.000123515,0.0004513166,0.1021925],"genre_scores_gemma":[0.4214213,0.01252699,0.02543838,0.4008994,0.01140049,0.002277149,0.0008888876,0.001265589,0.1238818],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09288567,"threshold_uncertainty_score":0.4912323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05078112444903508,"score_gpt":0.3525361325791156,"score_spread":0.3017550081300805,"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."}}