{"id":"W1956706698","doi":"10.24908/pceea.v0i0.4834","title":"ENGINEERING LEADERSHIP IN POSITIVE SPACE","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pride; Parade; Queer; Space (punctuation); Lesbian; Engineering education; Comics; Engineering; Sociology; Psychology; Media studies; Gender studies; Political science; Law; Computer science; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.004065799,0.0003975878,0.0003013139,0.0009593227,0.0303282,0.01181544,0.0008122862,0.001962068,0.01767115],"category_scores_gemma":[0.005540151,0.0003196701,0.0003264,0.0007576763,0.01977971,0.00409327,0.016078,0.006460612,0.002318661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005418945,"about_ca_system_score_gemma":0.00945806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01128972,"about_ca_topic_score_gemma":0.04456867,"domain_scores_codex":[0.9893457,0.004766899,0.0000934102,0.000459893,0.002176007,0.003158052],"domain_scores_gemma":[0.9909195,0.000788645,0.0004657916,0.0002702542,0.001008873,0.006546979],"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":[0.0001242515,0.0003770758,0.01208232,0.0001755858,0.00002031766,0.001875906,0.2852049,0.0002190812,0.00217158,0.3670241,0.2356295,0.09509544],"study_design_scores_gemma":[0.00003402002,0.0001808943,0.004473561,0.0001916447,0.000006563679,0.0006579804,0.202543,0.0001605362,0.0004347833,0.03097736,0.7602962,0.00004346578],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.20616,0.002239434,0.003512332,0.1068917,0.004601195,0.00006878058,0.0000393433,0.0002496268,0.6762377],"genre_scores_gemma":[0.9380865,0.000503398,0.0005833383,0.008755479,0.0003113296,0.00002733285,0.00001343788,0.00008260254,0.05163657],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0303282,"threshold_uncertainty_score":0.05911595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951469157138466,"score_gpt":0.1962477955956509,"score_spread":0.1767331040242663,"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."}}