{"id":"W1997974201","doi":"10.1080/02615470802681401","title":"Mental Health in Social Work. A Casebook on Diagnosis and Strengths-Based Assessment","year":2010,"lang":"en","type":"article","venue":"Social Work Education","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Casebook; Social work; Mental health; Psychology; Psychoanalysis; Medical education; Sociology; Management; Library science; Medicine; Psychotherapist; Political science; Law; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002263992,0.0001362485,0.0002017581,0.0001543409,0.00453477,0.0002802226,0.0002774316,0.0001855371,0.0008657626],"category_scores_gemma":[0.0003682223,0.0001465743,0.00006807406,0.00180465,0.0008075355,0.0002040879,0.00003838217,0.0005268966,0.00002282679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009128287,"about_ca_system_score_gemma":0.003358331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002984028,"about_ca_topic_score_gemma":0.01078844,"domain_scores_codex":[0.997301,0.0006844045,0.0002547728,0.0003567161,0.0007909089,0.0006122213],"domain_scores_gemma":[0.9990067,0.0004104477,0.0001670904,0.00008814056,0.00008410952,0.000243512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000316499,0.0007504807,0.1446847,0.000009993129,0.000007846957,6.874104e-7,0.06450476,4.388548e-7,0.00001140835,0.06024328,0.06567593,0.6640788],"study_design_scores_gemma":[0.0005097874,0.0001022788,0.5529054,0.00006635061,0.0000060599,8.720511e-8,0.03681915,0.000004676685,0.00001597121,0.00838178,0.4008169,0.0003715181],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7588118,0.00006398383,0.00000231097,0.2095481,0.001580128,0.0009003847,0.00001275109,0.00005397304,0.02902661],"genre_scores_gemma":[0.9956466,0.00006283924,0.0004294308,0.0009983296,0.001569927,0.0003182587,0.0000233713,0.00001274073,0.0009385007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6637073,"threshold_uncertainty_score":0.9967612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04277154301948023,"score_gpt":0.4749421596615974,"score_spread":0.4321706166421172,"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."}}