{"id":"W2517874009","doi":"10.7202/1037088ar","title":"Social Work Curriculum Review Case Study","year":2016,"lang":"en","type":"article","venue":"Canadian social work review","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Social work; Curriculum; Focus group; Accreditation; Sociology; Service (business); Public relations; Work (physics); Medical education; Service-learning; Pedagogy; Political science; Engineering; Medicine; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":["insufficient_payload"],"category_scores_codex":[0.003411814,0.0002904722,0.0007284802,0.00008766929,0.006973801,0.0001274626,0.0005446994,0.0002144183,0.01666659],"category_scores_gemma":[0.002298344,0.000247053,0.0003592575,0.006554575,0.0003532083,0.0003091056,0.00003992288,0.0003584719,0.002359095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001170713,"about_ca_system_score_gemma":0.001955526,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04296885,"about_ca_topic_score_gemma":0.2150397,"domain_scores_codex":[0.9949199,0.002454674,0.0006221445,0.0004757293,0.0005929063,0.000934642],"domain_scores_gemma":[0.9976207,0.0004044118,0.0003854007,0.0002875565,0.0004195384,0.0008824024],"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":[0.000001456987,0.00008352984,0.006930471,0.0003040327,0.00005159197,0.0003157956,0.005052186,5.152342e-10,2.024489e-8,0.01105513,0.7494063,0.2267995],"study_design_scores_gemma":[0.0001581675,0.00001056894,0.00101162,0.001977226,0.0003066676,0.00001529059,0.008109598,1.19031e-9,1.333058e-8,0.0001330761,0.9879088,0.0003689539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002256916,0.1914051,0.000002906214,0.7188017,0.001488393,0.003187777,0.0000198839,0.0001551276,0.08268227],"genre_scores_gemma":[0.6886355,0.1791835,0.00007402323,0.07032748,0.006327648,0.0011116,0.00002678725,0.000139994,0.05417348],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6863786,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06830627252697011,"score_gpt":0.4077534047838524,"score_spread":0.3394471322568823,"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."}}