{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01031343,0.0003152773,0.0002134259,0.0008845786,0.004422395,0.005894803,0.0008070624,0.0006561346,0.006797986],"category_scores_gemma":[0.02675082,0.000291164,0.0002989723,0.0005315053,0.002551671,0.001396775,0.006013024,0.001646171,0.0009927338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001495677,"about_ca_system_score_gemma":0.003009439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007545329,"about_ca_topic_score_gemma":0.00120903,"domain_scores_codex":[0.9760334,0.01818084,0.0004492453,0.0006743427,0.003359683,0.001302519],"domain_scores_gemma":[0.9738665,0.007344661,0.005104188,0.001907832,0.003545795,0.00823115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003585788,0.003867313,0.2571574,0.0007752476,0.0001785686,0.002727967,0.2940611,0.002603191,0.007675731,0.04277152,0.01404512,0.3737783],"study_design_scores_gemma":[0.0002015059,0.003212889,0.2332789,0.0007543473,0.00009689351,0.004859884,0.5139449,0.008943641,0.00559134,0.02621002,0.2027511,0.0001546304],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9273146,0.000422691,0.01125053,0.002046199,0.0001399091,0.0001676142,0.00002396573,0.00008246061,0.05855199],"genre_scores_gemma":[0.9959821,0.0001019473,0.001250385,0.00008102388,0.00001554189,0.00004331853,0.00001214214,0.00001087997,0.002502647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01031343,"threshold_uncertainty_score":0.05454332,"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."}}