{"id":"W1571828833","doi":"10.26522/brocked.v20i1.148","title":"Motion leadership: The Skinny on Becoming Change Savvy","year":2010,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Leadership and Management in Organizations","field":"Business, Management and Accounting","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Motion (physics); Process (computing); Public relations; Sociology; Political science; Engineering ethics; Management; Media studies; Computer science; Engineering; Artificial intelligence; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002316059,0.0001303844,0.000076668,0.0002903339,0.0008378239,0.0007698598,0.0003481986,0.00006035103,0.001398448],"category_scores_gemma":[0.0003587897,0.00009807031,0.00006036043,0.0004318784,0.00003568274,0.001209625,0.00004615157,0.0004934183,0.0008492003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003238403,"about_ca_system_score_gemma":0.00006775471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003801549,"about_ca_topic_score_gemma":0.00008874568,"domain_scores_codex":[0.9991329,0.00001570077,0.000209178,0.0001509782,0.000250266,0.0002410235],"domain_scores_gemma":[0.9992399,0.00003704232,0.0002487951,0.0002238562,0.0002215604,0.00002882162],"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":[0.00001946923,0.0007550596,0.02056573,0.0001254437,0.00005855754,0.000002505197,0.001997004,0.00003373204,0.001185512,0.119705,0.704721,0.1508309],"study_design_scores_gemma":[0.0004094047,0.0000115082,0.06533828,0.00005383475,0.00009654948,0.0000491884,0.01421501,0.000178575,0.0001033225,0.007730532,0.9115097,0.0003041202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3238181,0.0002995959,0.005273245,0.5510527,0.03903997,0.001606949,0.000002524374,0.000482549,0.07842427],"genre_scores_gemma":[0.9369827,0.00001019037,0.0001292519,0.04563583,0.01209267,0.00002705848,0.00001802965,0.00003107474,0.005073209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6131645,"threshold_uncertainty_score":0.9999288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08658319692769197,"score_gpt":0.2668217883242577,"score_spread":0.1802385913965657,"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."}}