{"id":"W3136378568","doi":"10.1002/bl.30183","title":"One Voice: The Strength of Harmonious Singularity","year":2021,"lang":"en","type":"article","venue":"Board Leadership","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vanguard; Corporate governance; Certification; Executive director; Management; Political science; Sociology; Public relations; Public administration; History; Economics; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02122999,0.0004557649,0.0005862103,0.001330068,0.01214564,0.02081453,0.001939088,0.003672795,0.00886207],"category_scores_gemma":[0.04887378,0.0004779705,0.0003780275,0.0009952228,0.05523513,0.01913085,0.01501306,0.007503589,0.002503456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00459435,"about_ca_system_score_gemma":0.009008671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005837386,"about_ca_topic_score_gemma":0.006062272,"domain_scores_codex":[0.9761778,0.01629093,0.000554659,0.001574567,0.003685379,0.001716674],"domain_scores_gemma":[0.9730259,0.01402813,0.001733114,0.003783837,0.003623131,0.003805902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006681877,0.00002693129,0.001151066,0.0001418866,0.00002500672,0.000322398,0.06707516,0.0002690666,0.0003065911,0.8268884,0.03919456,0.0645321],"study_design_scores_gemma":[0.00003865695,0.0000471371,0.0004033475,0.0002868962,0.00001594773,0.0003597663,0.02727819,0.0004983023,0.000380788,0.6245522,0.3460947,0.00004413773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03354182,0.01234592,0.09334744,0.2488433,0.00541959,0.0001175312,0.00005229511,0.0005809321,0.6057512],"genre_scores_gemma":[0.9196444,0.003470845,0.01831703,0.02323738,0.001531538,0.0001439701,0.00004330062,0.000554073,0.03305758],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02122999,"threshold_uncertainty_score":0.1122762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3229123861591019,"score_gpt":0.4320513279166203,"score_spread":0.1091389417575183,"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."}}