{"id":"W2910832062","doi":"10.24908/pceea.v0i0.13003","title":"From Complaining to the Associate Dean to Leading Innovation and Entrepreneurship in the Engineering Classroom","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Cognitive reframing; Narrative; Entrepreneurship; Personal development; Frame (networking); Psychology; Engineering ethics; Engineering; Sociology; Knowledge management; Computer science; Political science; Mechanical engineering; Social psychology; Art","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006203026,0.000514214,0.0003705713,0.000680822,0.0195247,0.01568652,0.001484423,0.00247148,0.02514621],"category_scores_gemma":[0.01944998,0.0003267534,0.0003826738,0.0008147648,0.009669431,0.006702616,0.01224291,0.00895319,0.006539637],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005128595,"about_ca_system_score_gemma":0.01423758,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003096538,"about_ca_topic_score_gemma":0.009486143,"domain_scores_codex":[0.9902837,0.004141561,0.0002754691,0.00112289,0.002508559,0.001667848],"domain_scores_gemma":[0.9781596,0.003270135,0.001512322,0.0008235726,0.002495383,0.0137389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001174741,0.0004374511,0.01241142,0.0003196117,0.0000205563,0.001683517,0.1910994,0.0003011012,0.00224508,0.131542,0.5224968,0.1373256],"study_design_scores_gemma":[0.000007272029,0.00008910959,0.001251163,0.0001436557,0.000003817033,0.0004778469,0.1401881,0.00009899976,0.0005261582,0.006257327,0.8509283,0.00002828986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.198491,0.007927054,0.01699224,0.3507381,0.01973764,0.0003750997,0.0001819996,0.0005968109,0.40496],"genre_scores_gemma":[0.5926425,0.006101006,0.005357372,0.06807732,0.003298778,0.0001983407,0.00008404161,0.0003320612,0.3239086],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9969035,"threshold_uncertainty_score":0.08412248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01735878670327258,"score_gpt":0.2702831070416696,"score_spread":0.2529243203383971,"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."}}