{"id":"W7052121550","doi":"","title":"Predictors of Treatment Outcomes for Patients with Opioid Use Disorder","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Opioid use disorder; Cannabis; Opioid; Methadone; Polysubstance dependence; Legalization; Fentanyl; Opiate Substitution Treatment","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0004870145,0.0001383513,0.0001948984,0.0005206743,0.0007668926,0.0007167421,0.0004098993,0.0003581902,0.002573531],"category_scores_gemma":[0.003579644,0.00009317578,0.0003615254,0.001183081,0.0003276449,0.0003157977,0.0004910144,0.001056106,0.0001954556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00230699,"about_ca_system_score_gemma":0.003319912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1305147,"about_ca_topic_score_gemma":0.2296024,"domain_scores_codex":[0.9994968,0.0000653534,0.00006635971,0.0000621452,0.0001744768,0.0001348176],"domain_scores_gemma":[0.9967739,0.0003808729,0.001620285,0.00005750027,0.0005301567,0.0006372666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002014268,0.00001428652,0.999131,0.000006304736,0.00001073228,0.0000133555,0.00004676882,0.00001559041,0.00001835114,0.000009006269,0.000130513,0.0005839451],"study_design_scores_gemma":[0.000002363016,0.00002285208,0.9994096,0.000009729478,0.000008975319,0.00004983666,0.000237234,0.00007548327,0.00001379983,0.00001253029,0.000155838,0.000001800899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968826,0.0002829646,0.00005058554,0.0005053934,0.00001143011,0.00002504295,0.001034694,0.000004302059,0.001203088],"genre_scores_gemma":[0.998998,0.0001337198,0.00005228839,0.00005250951,0.000008573134,0.00001047711,0.0005703975,0.000001293138,0.0001726653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1305147,"threshold_uncertainty_score":0.2595101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006365353364334116,"score_gpt":0.183408996985426,"score_spread":0.1770436436210918,"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."}}