{"id":"W1938397045","doi":"10.1111/j.1468-2397.2008.00608.x","title":"Dilemmas when working with substance abusers with multiple and complex problems: the case manager's perspective","year":2008,"lang":"en","type":"article","venue":"International Journal of Social Welfare","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Case management; Perspective (graphical); Task (project management); Set (abstract data type); Psychology; Core (optical fiber); Control (management); Order (exchange); Public relations; Applied psychology; Knowledge management; Business; Political science; Computer science; Management; Psychiatry; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003003315,0.0001232115,0.000179626,0.00008062349,0.001527725,0.00001499692,0.0002014343,0.00004967042,0.0001560243],"category_scores_gemma":[0.00001234402,0.00007264946,0.00004039559,0.00008441661,0.000164819,0.0001519613,0.00003653062,0.0004749552,0.000003480054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000430116,"about_ca_system_score_gemma":0.0001145945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007756972,"about_ca_topic_score_gemma":0.00447523,"domain_scores_codex":[0.9985331,0.0001856538,0.0004013418,0.0001279994,0.000509739,0.0002422175],"domain_scores_gemma":[0.9983229,0.0001786585,0.0006096349,0.00006311802,0.0007161623,0.0001095348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.003109057,0.000264166,0.6911465,0.000215537,0.0006626757,0.00473458,0.2675257,0.0001019844,0.0000106942,0.02645165,0.003331856,0.002445643],"study_design_scores_gemma":[0.01212601,0.001233994,0.3804941,0.002108082,0.0001255166,0.003397398,0.4222445,0.0002626727,0.000009787956,0.001604718,0.1758628,0.0005304224],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779424,0.0002054074,0.0002879193,0.01766092,0.0004540583,0.0005478418,0.0000295247,0.00001366634,0.002858249],"genre_scores_gemma":[0.9974008,0.00006893022,0.0006691472,0.001176074,0.0004365322,0.00002628219,0.00001329185,0.00001661189,0.0001922984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3106524,"threshold_uncertainty_score":0.9997721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1925078645010935,"score_gpt":0.3716065507377128,"score_spread":0.1790986862366193,"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."}}