{"id":"W2887282874","doi":"10.24908/pceea.v0i0.10359","title":"RELATIONAL LEADERSHIP IN DESIGN PROJECTS","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Interpersonal communication; Psychology; Interpersonal relationship; Social skills; Knowledge management; Applied psychology; Social psychology; Computer science; Developmental psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007412205,0.0001270597,0.0001114215,0.0004101104,0.00009133162,0.00006838436,0.0002107599,0.0001539291,0.00008966157],"category_scores_gemma":[0.001433893,0.0001365432,0.00003917508,0.0008475645,0.00001887188,0.0003816233,0.000007337313,0.0002621319,0.00005464379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002090909,"about_ca_system_score_gemma":0.0008034751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001311746,"about_ca_topic_score_gemma":0.00295039,"domain_scores_codex":[0.9990282,0.00001207785,0.0002567947,0.0001364025,0.0002501493,0.0003163758],"domain_scores_gemma":[0.9991336,0.0001133125,0.0001344518,0.00008276938,0.0004032638,0.000132632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002409133,0.0002679823,0.1926567,0.001041685,0.0002914137,2.981238e-7,0.01799742,0.02244273,0.01641694,0.1063505,0.6363437,0.006166491],"study_design_scores_gemma":[0.0006891633,0.00006278911,0.668539,0.0005854153,0.00008798182,0.00001697242,0.002532263,0.05863184,0.01871102,0.001071948,0.2480458,0.001025807],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5216281,0.001378512,0.003529872,0.06139401,0.03032116,0.005581462,0.00006424028,0.001673504,0.3744291],"genre_scores_gemma":[0.9934804,0.000006387658,0.003308961,0.0003444693,0.0002996012,0.00006445527,0.000003935671,0.00003549414,0.002456282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4758824,"threshold_uncertainty_score":0.5568069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08081948319977983,"score_gpt":0.2270740565314415,"score_spread":0.1462545733316616,"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."}}