{"id":"W4296261051","doi":"10.1111/inm.13066","title":"Concept analysis of recovery from substance use","year":2022,"lang":"en","type":"article","venue":"International Journal of Mental Health Nursing","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary; Alberta Health; University of Alberta","funders":"","keywords":"PsycINFO; CINAHL; MEDLINE; Substance use; Process (computing); Psychology; Medicine; Computer science; Psychiatry; Political science; Psychological intervention","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001952725,0.00008018751,0.0003952108,0.0004536172,0.00007377587,0.0000104216,0.0001392871,0.00001545196,0.000592613],"category_scores_gemma":[0.00001819328,0.00007304162,0.0002788801,0.0003053186,0.00004357555,0.0001979091,0.00001121864,0.0001630512,7.610709e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001391047,"about_ca_system_score_gemma":0.0001585812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009789908,"about_ca_topic_score_gemma":0.00003976099,"domain_scores_codex":[0.9983073,0.00007287426,0.0005865043,0.00009973439,0.0008126674,0.0001208631],"domain_scores_gemma":[0.9988435,0.0001450678,0.0006756858,0.00008922103,0.0001519998,0.0000945147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008253425,0.001969123,0.8027253,0.00000632287,0.01081138,0.0003252339,0.03224682,0.001979587,0.002015458,0.0002860469,0.008453486,0.1309278],"study_design_scores_gemma":[0.01478002,0.002433166,0.9432094,0.001733514,0.002295612,0.0004645083,0.02446635,0.001370977,0.005537413,0.0006540377,0.002756688,0.0002983451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906794,0.003176079,0.000235793,0.003916361,0.001713336,0.00008885055,0.0001123471,0.000005881345,0.00007188718],"genre_scores_gemma":[0.9964458,0.0003186022,0.001727342,0.001061409,0.0001078013,0.000001108069,0.0001747269,0.000008871765,0.0001543741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1404841,"threshold_uncertainty_score":0.6488696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04071388828676047,"score_gpt":0.3666284547812575,"score_spread":0.325914566494497,"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."}}