{"id":"W4200258464","doi":"10.1080/01609513.2021.2015648","title":"We need mutual aid too: group work instructors helping each other navigate online teaching","year":2021,"lang":"en","type":"article","venue":"Social Work With Groups","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto; University of Waterloo","funders":"","keywords":"Group work; Mutual aid; Context (archaeology); Work (physics); Psychology; Quality (philosophy); Social work; Pedagogy; Sociology; Medical education; Engineering; Political science; Medicine","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001203701,0.0003137664,0.0004120511,0.00008254036,0.005606482,0.0004695505,0.000406563,0.000326171,0.001335002],"category_scores_gemma":[0.0006461384,0.0003214263,0.000192965,0.003515208,0.0004745626,0.0005801422,0.00009741099,0.001171616,0.0002034873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003824907,"about_ca_system_score_gemma":0.0005128849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005339684,"about_ca_topic_score_gemma":0.001092448,"domain_scores_codex":[0.9959458,0.001444311,0.0004080222,0.0005406001,0.0008467954,0.0008145401],"domain_scores_gemma":[0.9984198,0.0005816918,0.0003361816,0.0002409038,0.0001749447,0.0002465458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005141589,0.0009418869,0.1024237,0.00004258718,0.0004376877,0.00006135474,0.4329345,0.000008084428,0.00009801184,0.2561359,0.02599511,0.180407],"study_design_scores_gemma":[0.0007193495,0.00003208097,0.01238813,0.0001260916,0.00008980112,0.000002971078,0.1686051,7.802868e-7,0.00000907783,0.002213451,0.8152561,0.0005570621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8307713,0.0005100014,0.0004372736,0.1004933,0.003161032,0.0004344966,0.00001591869,0.000451034,0.06372558],"genre_scores_gemma":[0.9654067,0.00004663064,0.006835743,0.003521875,0.004833005,0.00003861244,0.00008014393,0.00009244263,0.01914487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.789261,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02985023088655728,"score_gpt":0.3269974736764996,"score_spread":0.2971472427899423,"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."}}