{"id":"W4400509509","doi":"10.1007/978-3-031-56415-4_1","title":"The Constructs of Leadership and Politics: Theory to Praxis","year":2024,"lang":"en","type":"book-chapter","venue":"Springer studies on populism, identity politics and social justice","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Crosslight Software (Canada)","funders":"","keywords":"Praxis; Politics; Sociology; Political science; Epistemology; Philosophy; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004709612,0.0003715019,0.0004967487,0.0002366876,0.001635546,0.0004684242,0.000228421,0.0001313846,0.00001811547],"category_scores_gemma":[0.0004597801,0.0003073806,0.0001019739,0.00009653311,0.0007423,0.0002021451,0.001111963,0.0002626859,0.00008656926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007142748,"about_ca_system_score_gemma":0.00002001446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001472199,"about_ca_topic_score_gemma":0.0005805923,"domain_scores_codex":[0.9982693,0.0000103456,0.0004605601,0.0003967269,0.0004694184,0.0003937076],"domain_scores_gemma":[0.9988436,0.0002866101,0.0002760622,0.0001652268,0.0004020765,0.00002646483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008661895,0.000007805447,0.00009306234,0.002787607,0.0005606997,0.000007645703,0.000784475,3.742333e-7,4.451675e-7,0.9868446,0.008554959,0.00034965],"study_design_scores_gemma":[0.0001533856,0.00001906904,0.0009927285,0.0002879888,0.001936657,6.17945e-7,0.01190243,0.000003307732,0.000001386506,0.6765597,0.3077662,0.0003765333],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.014611,0.0410142,0.00007749644,0.03490365,0.008865176,0.001641522,0.0002161608,0.000311498,0.8983593],"genre_scores_gemma":[0.3498083,0.006398397,0.0001164973,0.01570458,0.01006594,0.00003142062,0.00003426677,0.0002356147,0.617605],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3351973,"threshold_uncertainty_score":0.9999378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04304724004910448,"score_gpt":0.2775539777567045,"score_spread":0.2345067377076001,"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."}}