{"id":"W4414398495","doi":"10.1080/01609513.2025.2550134","title":"From the guest editor: my tribute to Charles Garvin, Alex Gitterman, and Andy Malekoff by Barbara Muskat","year":2025,"lang":"en","type":"article","venue":"Social Work With Groups","topic":"Focus Groups and Qualitative Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Tribute; Problem solver","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":[0.006362883,0.0019838,0.001854461,0.001388867,0.003156487,0.007180317,0.002788481,0.007944237,0.01679938],"category_scores_gemma":[0.05133194,0.0008227101,0.001248137,0.0009117607,0.002487557,0.00435472,0.002079318,0.02159457,0.0138406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001610824,"about_ca_system_score_gemma":0.004013273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002123412,"about_ca_topic_score_gemma":0.003978336,"domain_scores_codex":[0.9964091,0.0008240759,0.0004276428,0.0006521586,0.001479396,0.0002076314],"domain_scores_gemma":[0.9626614,0.01386103,0.001761315,0.0007737064,0.01701477,0.003927727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001060988,0.000004052396,0.00002252275,0.00005417378,0.00000278007,0.000042815,0.00002242525,0.000005292079,0.00001933705,0.000127159,0.9973117,0.002377219],"study_design_scores_gemma":[0.00002398357,0.00002600918,0.0002785118,0.0004295506,0.00001590995,0.0004128734,0.0002141665,0.00009003723,0.0001274145,0.0007543741,0.9976047,0.00002240313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00005720101,0.003813281,0.0001516634,0.2187277,0.7763146,0.00001604437,0.00004211428,0.00004300495,0.0008345012],"genre_scores_gemma":[0.00132445,0.00575357,0.0002897061,0.2264418,0.7500762,0.00007291442,0.00004381493,0.00008869162,0.01590883],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01679938,"threshold_uncertainty_score":0.05619955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762740444271021,"score_gpt":0.3315310963598136,"score_spread":0.3139036919171034,"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."}}