{"id":"W4291780066","doi":"10.1080/10455752.2022.2093284","title":"Overcoming Hierarchy: A Theory Illustrated","year":2022,"lang":"en","type":"article","venue":"Capitalism Nature Socialism","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Hierarchy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002964713,0.0005235715,0.000448372,0.002134097,0.006541707,0.004651121,0.001920723,0.003114668,0.01030034],"category_scores_gemma":[0.004629566,0.0003626245,0.0008743331,0.001839748,0.02732643,0.007649522,0.004519434,0.003277632,0.0009900876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003792936,"about_ca_system_score_gemma":0.005089981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008753452,"about_ca_topic_score_gemma":0.01113842,"domain_scores_codex":[0.9974985,0.00127775,0.00005095636,0.0002917382,0.0004526635,0.0004282904],"domain_scores_gemma":[0.997424,0.001380708,0.0002402802,0.0003073143,0.0003336985,0.0003140163],"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":[0.000003556484,0.000009909498,0.0001370078,0.00001385369,0.000002142785,0.0000354519,0.002518753,0.0001797229,0.00004892278,0.9929523,0.0008998208,0.003198365],"study_design_scores_gemma":[0.0000221912,0.00002743116,0.0002738716,0.00005160278,0.000008543844,0.0001027251,0.003019771,0.002058328,0.000196944,0.9672979,0.02692916,0.00001159427],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05951812,0.001554521,0.1765546,0.02713746,0.0006176967,0.0001566497,0.00005437958,0.0001479982,0.7342585],"genre_scores_gemma":[0.9385977,0.000626926,0.02795399,0.001473361,0.0001483045,0.0001462129,0.00002492901,0.00005668967,0.03097207],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01030034,"threshold_uncertainty_score":0.03445804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044707641406378,"score_gpt":0.2171548150254552,"score_spread":0.2067077386113914,"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."}}