{"id":"W3090649411","doi":"10.1002/j.2334-5837.2020.00741.x","title":"Experiments in Leading through Influence: Reflections from a Group of Emerging Technical Leaders","year":2020,"lang":"en","type":"article","venue":"INCOSE International Symposium","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Benchmarking; Perspective (graphical); Relevance (law); Power (physics); Leadership development; Knowledge management; Public relations; Engineering ethics; Political science; Sociology; Engineering; Business; Computer science; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01961132,0.0009144974,0.0009589636,0.001289955,0.01714059,0.01103491,0.002885719,0.005380509,0.004906355],"category_scores_gemma":[0.04904327,0.0006126474,0.0007823227,0.000815366,0.016748,0.003905052,0.01000084,0.01100419,0.001243018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002906933,"about_ca_system_score_gemma":0.002632244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003146535,"about_ca_topic_score_gemma":0.004625933,"domain_scores_codex":[0.9692186,0.02369972,0.0003689211,0.001552133,0.002351343,0.002809301],"domain_scores_gemma":[0.9368171,0.04917381,0.001624102,0.002419218,0.004028531,0.005937226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002473158,0.0010135,0.004152075,0.0001332113,0.00003870265,0.002773874,0.9595823,0.0005971837,0.00224483,0.006035795,0.005356556,0.01782458],"study_design_scores_gemma":[0.00007458107,0.000874032,0.002590744,0.0001007167,0.00002740664,0.0005550538,0.9466367,0.0008923411,0.001985028,0.004965869,0.04121372,0.00008372869],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9570674,0.000266922,0.004953633,0.01244874,0.0004222231,0.0002611265,0.0000488454,0.00006672873,0.0244644],"genre_scores_gemma":[0.9893112,0.0002226003,0.001726076,0.002444715,0.0001140255,0.0001639337,0.00003333889,0.00008757073,0.005896473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01961132,"threshold_uncertainty_score":0.1037158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2361104352943295,"score_gpt":0.4728338753569113,"score_spread":0.2367234400625819,"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."}}