{"id":"W1963888792","doi":"10.1002/j.2168-9830.2009.tb01029.x","title":"Universalized Narratives: Patterns in How Faculty Members Define “Engineering”","year":2009,"lang":"en","type":"article","venue":"Journal of Engineering Education","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":212,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; Purdue University","keywords":"Narrative; Conversation; Engineering education; Mathematics education; Coding (social sciences); Pedagogy; Engineering; Psychology; Sociology; Mechanical engineering; Linguistics; Communication; Social science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002788368,0.00006946628,0.0001156184,0.000255762,0.00004020432,0.00004609144,0.0001272742,0.00004795794,0.00003488539],"category_scores_gemma":[0.0001632119,0.00007309289,0.00005099608,0.0002778948,0.000007091324,0.000378908,0.000006071377,0.0001259885,0.000001055608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003424819,"about_ca_system_score_gemma":0.0002866414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009066383,"about_ca_topic_score_gemma":0.000069735,"domain_scores_codex":[0.9994429,0.0000160962,0.000124738,0.00005963543,0.0002236857,0.0001329237],"domain_scores_gemma":[0.999623,0.00002405846,0.00008921639,0.0000406754,0.0001326001,0.00009042624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000223005,0.001408605,0.2859704,0.0002582121,0.0002894876,0.0001395759,0.527224,0.03710173,0.01030834,0.05329809,0.04952457,0.03425399],"study_design_scores_gemma":[0.001443824,0.0001276077,0.7847272,0.000465053,0.00003444678,0.00001601792,0.05213572,0.0004171316,0.0003162091,0.0002920004,0.1595123,0.0005125474],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936175,0.00007435986,0.001234091,0.003251153,0.0008313488,0.00006057065,0.000001298401,0.00002075737,0.0009088925],"genre_scores_gemma":[0.995658,0.00004443916,0.003726989,0.00003317003,0.0001767259,4.065455e-7,0.000004345208,0.000003600703,0.0003523647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4987567,"threshold_uncertainty_score":0.2980641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01748519863770535,"score_gpt":0.2690671304389751,"score_spread":0.2515819318012698,"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."}}