{"id":"W1926576219","doi":"10.1080/15700763.2015.1026451","title":"A review of<i>Digital Leadership: Changing Paradigms for Changing Times</i>, by E. Sheninger","year":2015,"lang":"en","type":"review","venue":"Leadership and Policy in Schools","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Pedagogy; Sociology; Political science; Psychology; Public relations; Management; Economics","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":[0.001706276,0.0008763232,0.001206951,0.00426153,0.0006518287,0.002203151,0.0007854189,0.001365126,0.003670182],"category_scores_gemma":[0.005090266,0.0004367563,0.0006438586,0.007751124,0.0009038446,0.002976109,0.001407758,0.002685,0.001680858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001483308,"about_ca_system_score_gemma":0.005351095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00384436,"about_ca_topic_score_gemma":0.01137046,"domain_scores_codex":[0.9992561,0.0001918991,0.000119967,0.00008896852,0.0002909891,0.00005201642],"domain_scores_gemma":[0.9975617,0.001372209,0.000296356,0.00004340383,0.0005829253,0.0001433729],"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":[0.00006198895,0.0000429795,0.0003024506,0.05314303,0.0001908475,0.0001198868,0.0003814236,0.0002216003,0.0004920944,0.00817171,0.3691815,0.5676905],"study_design_scores_gemma":[0.000008489455,0.00003763602,0.001000238,0.01920407,0.00009110614,0.0002640712,0.0001806381,0.00002742738,0.00007695385,0.002211625,0.9768794,0.00001835008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003166308,0.9970843,0.00004529739,0.001613304,0.0007413786,0.000003203508,0.00001489066,0.000003043742,0.0004628557],"genre_scores_gemma":[0.0003812331,0.9973132,0.00007993408,0.001422207,0.0004312955,0.000006124724,0.00002230407,0.000001411952,0.0003422016],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00426153,"threshold_uncertainty_score":0.01227802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1296292412410069,"score_gpt":0.3314650114278718,"score_spread":0.2018357701868649,"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."}}