{"id":"W7045556824","doi":"","title":"Bibliometric analysis on authentic leadership","year":2022,"lang":"en","type":"article","venue":"Universiti Putra Malaysia Institutional Repository (Universiti Putra Malaysia)","topic":"Education and Communication Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Authentic leadership; Publish or perish; Scopus; Educational leadership; Publication; Leadership studies; Work (physics); Field (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01702647,0.000972953,0.003256956,0.2242356,0.002034205,0.006571038,0.001380802,0.0008737606,0.01112747],"category_scores_gemma":[0.1126282,0.000467216,0.003584828,0.2779992,0.001254686,0.003993086,0.002942384,0.0007654309,0.001546827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004039869,"about_ca_system_score_gemma":0.01001236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008091456,"about_ca_topic_score_gemma":0.008575118,"domain_scores_codex":[0.9620473,0.007457884,0.009331592,0.002208964,0.01791782,0.00103644],"domain_scores_gemma":[0.8900857,0.06823784,0.01446011,0.003476202,0.02270099,0.001039242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004624673,0.0002036895,0.1663809,0.1325944,0.004764543,0.001338376,0.007607292,0.003458407,0.002140618,0.02383973,0.07336588,0.5838438],"study_design_scores_gemma":[0.0001551736,0.0003950497,0.4545177,0.02852717,0.008498206,0.002818342,0.01315772,0.006440448,0.003485073,0.02187284,0.4597666,0.0003656851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.2916113,0.280211,0.02123366,0.007660362,0.001931756,0.005744036,0.1816195,0.002023706,0.2079646],"genre_scores_gemma":[0.7806674,0.1238481,0.02511919,0.000602141,0.001208522,0.00559888,0.05434372,0.0002908067,0.008321286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7757643,"threshold_uncertainty_score":0.09004563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06141262096592147,"score_gpt":0.285185714733808,"score_spread":0.2237730937678865,"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."}}