{"id":"W2950164486","doi":"10.22329/csw.v8i1.5746","title":"Social work education","year":2019,"lang":"en","type":"article","venue":"Critical Social Work","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Toronto Metropolitan University","funders":"","keywords":"Ideology; Argument (complex analysis); Work (physics); Sociology; Threatened species; Pedagogy; Social science; Political science; Politics; Law; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008435182,0.0001510569,0.0002339019,0.00005408659,0.005780448,0.0003264195,0.0003198359,0.0003722367,0.01843795],"category_scores_gemma":[0.001798799,0.0001792226,0.0001788001,0.003418807,0.0005705419,0.0003436502,0.00004448605,0.0004458516,0.007633716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003094696,"about_ca_system_score_gemma":0.0007752388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008573005,"about_ca_topic_score_gemma":0.00001714982,"domain_scores_codex":[0.9975597,0.0006613148,0.0002566177,0.0003204029,0.0005927306,0.0006092178],"domain_scores_gemma":[0.9981789,0.001086475,0.00008042168,0.0001200448,0.0003028218,0.0002313509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003477028,0.0002042454,0.004865896,0.00000841274,0.00001129028,5.318589e-7,0.01591132,4.496225e-8,0.000001874776,0.7776239,0.1628455,0.0384922],"study_design_scores_gemma":[0.0001145649,0.00000830182,0.02040098,0.00001071676,0.00003231436,1.549578e-7,0.01814366,7.355263e-8,0.000001832522,0.02994763,0.9311051,0.0002346239],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04396268,0.0001982084,0.0000481509,0.3858403,0.005084753,0.0003640356,0.000001841359,0.0002107884,0.5642893],"genre_scores_gemma":[0.9328229,0.000005966577,0.0002751765,0.003629542,0.004824891,0.00005163905,0.0000109174,0.00002631319,0.05835267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8888602,"threshold_uncertainty_score":0.9955139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04296495581165388,"score_gpt":0.4246568549265524,"score_spread":0.3816918991148985,"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."}}