{"id":"W4415664689","doi":"10.1108/978-1-83708-046-5","title":"Tech-Driven Leadership","year":2025,"lang":"en","type":"book","venue":"","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"GRASP; Resource (disambiguation); Transactional leadership; Emerging technologies; Neuroleadership; Leadership theory","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":[0.0005809333,0.0005238923,0.000139579,0.0007473878,0.0020098,0.006576397,0.0005656457,0.001298591,0.0303355],"category_scores_gemma":[0.00119721,0.0001786567,0.0003729201,0.0008595953,0.002110701,0.004110597,0.002439669,0.002503501,0.0170269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001601243,"about_ca_system_score_gemma":0.002163148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005653279,"about_ca_topic_score_gemma":0.002128729,"domain_scores_codex":[0.9993098,0.0001652168,0.00002072906,0.0000722061,0.0003485841,0.00008355279],"domain_scores_gemma":[0.999456,0.0001647529,0.00003400821,0.00005855807,0.0001395703,0.0001471898],"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":[0.000008322306,0.00002817092,0.0001533406,0.0001727806,0.000003732085,0.0001359905,0.001413862,0.0002172772,0.000475027,0.512711,0.384875,0.09980539],"study_design_scores_gemma":[0.000001742785,0.00001173161,0.00007621603,0.00008819075,7.905745e-7,0.0001487966,0.0002792547,0.00009318665,0.0001478317,0.02003397,0.9791151,0.000003185763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001094188,0.004721512,0.006298619,0.005948616,0.002619021,0.00005847715,0.00004160959,0.0001898384,0.979028],"genre_scores_gemma":[0.02307334,0.007655202,0.004325754,0.004156805,0.0009521049,0.00008520718,0.00009046975,0.0001723571,0.9594888],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0303355,"threshold_uncertainty_score":0.1014823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1684804696675,"score_gpt":0.3609541300133237,"score_spread":0.1924736603458237,"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."}}