{"id":"W2787273887","doi":"10.2196/resprot.9484","title":"The Effects of Social Presence on Adherence-Focused Guidance in Problematic Cannabis Users: Protocol for the CANreduce 2.0 Randomized Controlled Trial","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cannabis; Motivational interviewing; Randomized controlled trial; Psychological intervention; Medicine; Intervention (counseling); Effects of cannabis; Anxiety; Protocol (science); Psychiatry; Social anxiety; Cannabis Dependence; Cognitive behavioral therapy; Clinical psychology; Psychology; Alternative medicine; Cannabidiol","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"randomized_trial","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"randomized_trial","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03020953,0.007758209,0.0143777,0.00321529,0.00352679,0.005254114,0.003853022,0.009817383,0.0982516],"category_scores_gemma":[0.02959726,0.003930969,0.006988464,0.003981825,0.004077681,0.004313258,0.00222125,0.009226619,0.0134244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005547673,"about_ca_system_score_gemma":0.01481419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003107945,"about_ca_topic_score_gemma":0.005541584,"domain_scores_codex":[0.979614,0.01226034,0.001961513,0.001637871,0.002087102,0.002439208],"domain_scores_gemma":[0.9895303,0.003175379,0.002049174,0.001517543,0.002342587,0.001384977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8919293,0.01277715,0.0005551305,0.03470032,0.002935851,0.0002474358,0.0004564161,0.001808258,0.001835993,0.004900586,0.02019584,0.02765752],"study_design_scores_gemma":[0.9599774,0.01239284,0.0008673676,0.002680624,0.001130985,0.00004057947,0.00008895984,0.001601089,0.0005736324,0.002215262,0.01834238,0.00008876729],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001237786,0.0002075801,0.0008800772,0.0001490613,0.0003157563,0.9957657,0.0007990647,0.00009655359,0.000548368],"genre_scores_gemma":[0.0010939,0.000076842,0.001049068,0.00009610179,0.00003362804,0.9972777,0.000077059,0.000005442751,0.0002903241],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0982516,"threshold_uncertainty_score":0.3286843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1520425706074357,"score_gpt":0.5266442352818981,"score_spread":0.3746016646744623,"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."}}