{"id":"W4389790828","doi":"10.21203/rs.3.rs-3693809/v1","title":"Barriers to Substance Use Treatment for Individuals with Substance Use Disorders","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; National Institutes of Health; Virginia Commonwealth University","keywords":"Substance use; Blame; Interpersonal communication; Psychological intervention; Substance abuse; Perception; Psychology; Medicine; Nursing; Psychiatry; Social psychology","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":[0.002330964,0.00009232081,0.0002469697,0.0003213556,0.002213438,0.001253323,0.0004852152,0.000396975,0.004879831],"category_scores_gemma":[0.00843419,0.0001083983,0.0002201632,0.0005691127,0.0006276497,0.0005060271,0.001702236,0.0008369863,0.0002714441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532542,"about_ca_system_score_gemma":0.005970804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01181602,"about_ca_topic_score_gemma":0.03352883,"domain_scores_codex":[0.998015,0.001110265,0.0001042254,0.000075816,0.000307271,0.0003872921],"domain_scores_gemma":[0.9961259,0.001614703,0.00109669,0.0001030165,0.0004059469,0.0006538246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005435597,0.001024448,0.6060376,0.002141917,0.0001231009,0.0005531849,0.06817769,0.0002464712,0.001711081,0.00318854,0.008870875,0.3073816],"study_design_scores_gemma":[0.0001060688,0.001447642,0.7687485,0.004893517,0.0001556443,0.001270656,0.173571,0.0004987186,0.001052952,0.002642432,0.04557668,0.00003611844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850418,0.002024706,0.0003442075,0.003556303,0.00004015085,0.0002707322,0.0001044449,0.00001131045,0.008606275],"genre_scores_gemma":[0.9954992,0.001585218,0.0008627885,0.0004612175,0.00001548259,0.0001969639,0.0001085102,0.000004121883,0.001266463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01181602,"threshold_uncertainty_score":0.02349448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.164796926306432,"score_gpt":0.4146132207489835,"score_spread":0.2498162944425515,"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."}}