{"id":"W1558917391","doi":"","title":"Edna Chamberlain (1921 -2005): A Leader through Times of Transition and Change","year":2009,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Disadvantaged; Social work; Sociology; Context (archaeology); Public relations; Curriculum; Social change; Political science; Pedagogy; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001909159,0.0001662723,0.0004397723,0.0002373329,0.0006491583,0.0004124588,0.0007316766,0.0001457155,0.01970231],"category_scores_gemma":[0.0003788519,0.0001668082,0.0001103809,0.001060647,0.0002961103,0.00358024,0.00005626739,0.0002610067,0.00001720327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007310884,"about_ca_system_score_gemma":0.0002088039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003786028,"about_ca_topic_score_gemma":0.0004495987,"domain_scores_codex":[0.9977238,0.0006327057,0.0004640642,0.0002495692,0.0005976502,0.0003322162],"domain_scores_gemma":[0.9983304,0.0004420463,0.0006267334,0.0001757432,0.0002322694,0.0001928548],"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":[0.000786645,0.002127046,0.04588645,0.0001810751,0.000442558,0.00003174968,0.3446371,0.00001690137,0.01349659,0.03720351,0.3266893,0.2285011],"study_design_scores_gemma":[0.0009224436,0.00003670033,0.4207953,0.0003762574,0.0002016742,0.000008934951,0.0233067,0.00001394055,0.003509537,0.06254991,0.4875953,0.0006832717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5555761,0.05835944,0.0005821675,0.1328439,0.002256323,0.002240023,0.00006358638,0.0001284746,0.2479499],"genre_scores_gemma":[0.9818543,0.01339496,0.000241414,0.002295056,0.0005597235,0.00001935287,0.000006191723,0.00001608648,0.001612906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4262782,"threshold_uncertainty_score":0.9811938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3788600421395005,"score_gpt":0.6001589589295987,"score_spread":0.2212989167900982,"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."}}