{"id":"W2799678111","doi":"10.4018/978-1-5225-6086-9.ch007","title":"From Social Learning to Norm Validation","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in standardization research","topic":"Critical Realism in Sociology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Lifeworld; Emancipation; Critical theory; Norm (philosophy); Normative; Epistemology; Sociology; Communicative action; Social learning; Pedagogy; Social science; Political science; Politics; Philosophy","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":[0.003628104,0.0001739631,0.000355204,0.0003903394,0.001061907,0.000147156,0.0004364544,0.0005906334,0.005671054],"category_scores_gemma":[0.004602418,0.0002015931,0.0000724517,0.0003259464,0.001539601,0.0003267267,0.0002039807,0.00097292,0.0004897706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001224693,"about_ca_system_score_gemma":0.0005196796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004633278,"about_ca_topic_score_gemma":0.002855504,"domain_scores_codex":[0.9957142,0.0006823636,0.0004061329,0.0005917384,0.001986742,0.0006188433],"domain_scores_gemma":[0.9964499,0.001639572,0.00009770428,0.0001894466,0.001454876,0.0001684757],"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":[0.0001463431,0.00001788063,0.0002120775,0.00002742765,0.0000200322,0.00001745494,0.06181713,0.0001965168,0.00001993411,0.8637923,0.01117193,0.06256098],"study_design_scores_gemma":[0.0001183279,0.00005795581,0.00001180214,0.000073937,0.000004313103,4.86351e-8,0.004504195,0.000004505948,0.00001766163,0.2669502,0.7281068,0.000150331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005206364,0.0006423634,0.008643944,0.002830683,0.0006192598,0.0006549486,0.0001988705,0.00009523569,0.9857941],"genre_scores_gemma":[0.1871459,0.01401289,0.003551725,0.000438581,0.01585558,0.000247198,0.001323149,0.0002805204,0.7771444],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7169349,"threshold_uncertainty_score":0.9952379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09741648609735475,"score_gpt":0.5192249964493303,"score_spread":0.4218085103519755,"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."}}