{"id":"W4376274288","doi":"10.4324/9781003287483-22","title":"Transforming Engineering Education Through Social Capital in Response to Hidden Curriculum","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Social capital; Curriculum; Sociology; Political science; Engineering ethics; Pedagogy; Engineering; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00113478,0.0002065736,0.0002298007,0.0002841685,0.0002902531,0.0001439944,0.000285033,0.0003473119,0.0011525],"category_scores_gemma":[0.0006023095,0.0002423914,0.00009199158,0.0002375495,0.00005418616,0.000506635,0.00002850867,0.0004940969,0.001536059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005754104,"about_ca_system_score_gemma":0.001546502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004468212,"about_ca_topic_score_gemma":0.002356932,"domain_scores_codex":[0.9983701,0.0001174669,0.0003166707,0.0003543092,0.0005049047,0.0003365504],"domain_scores_gemma":[0.9990851,0.0004394759,0.0001210819,0.0001266875,0.0001171759,0.0001104523],"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":[0.00003126735,0.00004890938,0.0001345195,0.00003966108,0.00002575433,0.000005928522,0.3452244,0.00001666469,0.00004367169,0.6419671,0.00612372,0.006338504],"study_design_scores_gemma":[0.00007002936,0.00001586798,0.0008000504,0.0001428408,0.00001897542,6.870458e-7,0.01943694,0.000001166189,0.000003205784,0.002309862,0.9768497,0.0003506418],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04474886,0.00009393674,0.00008071148,0.02564942,0.003109558,0.0007910892,0.000006945901,0.0004556681,0.9250638],"genre_scores_gemma":[0.06932059,0.00006280579,0.001126027,0.0002228756,0.001268425,0.00008273523,0.00001678657,0.00007812869,0.9278216],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.970726,"threshold_uncertainty_score":0.9997606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02985403452307477,"score_gpt":0.3533229024203339,"score_spread":0.3234688678972591,"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."}}