{"id":"W4411067796","doi":"10.59141/jrssem.v4i10.820","title":"Relational and Embedded Leadership for Navigating Structural Conflict: A Strategic Model for Adaptive Organizations","year":2025,"lang":"en","type":"article","venue":"Journal Research of Social Science Economics and Management","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Knowledge management; Strategic leadership; Business; Process management; Shared leadership; Computer science; Leadership style; Psychology; Political science; Public relations","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001932536,0.00007303666,0.0001152467,0.0002915817,0.001686095,0.0005188713,0.000171515,0.00003811316,0.00000882149],"category_scores_gemma":[0.0002932214,0.00007201845,0.00002667739,0.000530461,0.0004176476,0.0006223912,0.0001200905,0.000171006,6.832153e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000877618,"about_ca_system_score_gemma":0.0001810461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008603596,"about_ca_topic_score_gemma":0.000008340047,"domain_scores_codex":[0.9991053,0.000009287084,0.0002222298,0.0002029482,0.0001761723,0.0002840911],"domain_scores_gemma":[0.9988823,0.0001272925,0.0001548609,0.00004178901,0.000770338,0.00002345265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003560419,0.000009109762,0.00032241,0.0001276496,0.00002593046,1.126497e-7,0.0005355965,0.002141431,0.00005706101,0.9943978,0.0002883424,0.002058928],"study_design_scores_gemma":[0.0009482173,0.00003054714,0.005317928,0.00007421823,0.00003783385,8.525051e-7,0.0225377,0.7712491,0.00001618625,0.1973069,0.002345694,0.0001348296],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8738091,0.0003397772,0.04648023,0.0447772,0.0005057187,0.00255852,0.00003499163,0.00004713987,0.0314473],"genre_scores_gemma":[0.9955605,0.0000491889,0.002996239,0.0003255296,0.0002584301,0.00001440451,0.000006980868,0.000008810955,0.0007798787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7970909,"threshold_uncertainty_score":0.9996136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2376736772106275,"score_gpt":0.373074101418746,"score_spread":0.1354004242081185,"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."}}