{"id":"W4409204870","doi":"10.1002/tl.20661","title":"Social Work: Its Place in Determining the Worthy and the Unworthy—A Reflection","year":2025,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Reflection (computer programming); Work (physics); Sociology; Epistemology; Pedagogy; Psychology; Social psychology; Philosophy; Computer science; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003605492,0.00006579058,0.00009489954,0.00008044954,0.01217633,0.0002472917,0.00006798546,0.00007325966,0.00001661215],"category_scores_gemma":[0.005156584,0.00004929655,0.00003907048,0.0006779011,0.0001544478,0.000151501,0.00002000295,0.0008663366,0.000001891166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006361368,"about_ca_system_score_gemma":0.000112983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00126416,"about_ca_topic_score_gemma":0.002381796,"domain_scores_codex":[0.9979792,0.001495128,0.0001238095,0.0001459298,0.00008730509,0.0001686671],"domain_scores_gemma":[0.9966918,0.00312452,0.00008185694,0.00004053019,0.00003195138,0.00002929804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001549986,0.00002877586,0.02089892,0.000006904328,0.00003314903,8.070957e-8,0.2191216,0.00007487958,0.000002097922,0.09367599,0.009849916,0.6561527],"study_design_scores_gemma":[0.0005569111,0.000006867406,0.02194432,0.00001775721,0.00003360866,2.786161e-7,0.03883754,0.0001079034,4.746838e-7,0.0008212297,0.9376135,0.00005960693],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4776395,0.001729853,0.001351238,0.2812641,0.001634282,0.0008977613,3.988579e-7,0.0002584598,0.2352244],"genre_scores_gemma":[0.9053508,0.00009068313,0.0001642421,0.0004298208,0.0003313163,0.00004922681,0.000001122639,0.00000631469,0.09357645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9277636,"threshold_uncertainty_score":0.9891097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03608378508182655,"score_gpt":0.3980806098673664,"score_spread":0.3619968247855399,"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."}}