{"id":"W4401051890","doi":"10.1080/01609513.2024.2384812","title":"Writing about group work and for social work with groups","year":2024,"lang":"en","type":"article","venue":"Social Work With Groups","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Group work; Group (periodic table); Work (physics); Social work; Psychology; Social group; Social psychology; Sociology; Mathematics education; Political science; Engineering; Chemistry","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":[0.02134075,0.001311287,0.001472839,0.002582612,0.01212452,0.009832906,0.001646011,0.006509312,0.02972199],"category_scores_gemma":[0.08072522,0.0005410281,0.0008911055,0.00251526,0.008987085,0.008384889,0.004889007,0.01430757,0.008860029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002323295,"about_ca_system_score_gemma":0.008725853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001748911,"about_ca_topic_score_gemma":0.002831089,"domain_scores_codex":[0.9681809,0.02460635,0.002036569,0.001121899,0.003037974,0.001016374],"domain_scores_gemma":[0.8558339,0.09486803,0.005373446,0.01293061,0.01938254,0.01161158],"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":[0.0000835447,0.0001375739,0.0006088091,0.0008759439,0.00003544042,0.0002382481,0.03577696,0.0001429853,0.0006131256,0.05965652,0.7970098,0.104821],"study_design_scores_gemma":[0.00001721277,0.0000605811,0.000562124,0.0007887714,0.00001933963,0.0002882796,0.01362215,0.0001237311,0.0004670534,0.03828421,0.9457409,0.00002562212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00895542,0.01993744,0.04102917,0.5026388,0.2352803,0.0006259966,0.0006750493,0.0009232741,0.1899345],"genre_scores_gemma":[0.1937056,0.01749706,0.0764451,0.1616134,0.1691551,0.002278768,0.001740701,0.003371381,0.3741929],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02972199,"threshold_uncertainty_score":0.112862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03324550798387827,"score_gpt":0.3401278774937917,"score_spread":0.3068823695099134,"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."}}