{"id":"W4403835152","doi":"10.2139/ssrn.4984476","title":"Motives for Benzodiazepine Use Questionnaire (Mbq-48): Development and Validation of a New Scale with Community and Clinical Samples","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Scale (ratio); Benzodiazepine; Validation test; Psychology; Test validity; Medicine; Clinical psychology; Psychometrics; Geography; Cartography; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002327438,0.0004910163,0.0008913599,0.001264911,0.0005849612,0.0006041583,0.0008027905,0.0007945751,0.004033709],"category_scores_gemma":[0.007153808,0.0004691793,0.0008884214,0.0005007615,0.0003538294,0.0007012342,0.001264788,0.001049144,0.0008209347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000352063,"about_ca_system_score_gemma":0.0005715376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00184981,"about_ca_topic_score_gemma":0.004237909,"domain_scores_codex":[0.9989042,0.0003251218,0.0001806475,0.00008551595,0.0004151278,0.00008939843],"domain_scores_gemma":[0.997121,0.0008606748,0.000903701,0.0002076043,0.0006581412,0.0002487856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00133794,0.001471491,0.9237271,0.0002246947,0.0003538301,0.0001924889,0.001227801,0.0004112206,0.003891098,0.0002915454,0.003599118,0.06327166],"study_design_scores_gemma":[0.0001216977,0.0003640623,0.996256,0.00002428662,0.00004436951,0.0002569675,0.0002016071,0.0004751937,0.0003142951,0.0001091364,0.001815102,0.00001719701],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9926933,0.0002743591,0.001420867,0.0001881868,0.00003395331,0.001383646,0.002015084,0.00006682701,0.001923759],"genre_scores_gemma":[0.9798254,0.000493767,0.009152388,0.0002784461,0.00005835719,0.002893557,0.003220187,0.00005918552,0.004018581],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004033709,"threshold_uncertainty_score":0.01349413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04417531418624947,"score_gpt":0.3464072070671059,"score_spread":0.3022318928808564,"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."}}