{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002124051,0.00009018838,0.0001843816,0.00005706643,0.000752017,0.00009751484,0.0004011816,0.0001534767,0.0006803695],"category_scores_gemma":[0.001723602,0.00008416796,0.00009620888,0.00058995,0.0008326517,0.0001174635,0.0000278955,0.0004441849,0.00008528054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215095,"about_ca_system_score_gemma":0.001988653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004172849,"about_ca_topic_score_gemma":0.01829858,"domain_scores_codex":[0.9969893,0.001065244,0.0002538799,0.000252144,0.0008164138,0.0006230016],"domain_scores_gemma":[0.9981697,0.0007453224,0.00009841345,0.0003786951,0.0004058169,0.0002020501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008535087,0.001281051,0.07571659,0.001097707,0.0001580981,0.00001647408,0.500129,0.000003219164,0.0006395489,0.3485225,0.03546979,0.03688076],"study_design_scores_gemma":[0.0004798991,0.00006354781,0.07999967,0.0001404573,0.0000482104,0.000001228473,0.7221515,0.00001107425,0.002535552,0.006560476,0.1877503,0.0002581136],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2822683,0.009538029,0.0001894804,0.6035269,0.001493899,0.0008678616,0.00001805682,0.0001815324,0.1019159],"genre_scores_gemma":[0.9856357,0.000280539,0.000830352,0.001526761,0.001026361,0.00001598037,0.000008411,0.00001395359,0.01066194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7033674,"threshold_uncertainty_score":0.9996149,"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."}}