{"id":"W243360747","doi":"10.1007/978-94-6209-638-7_7","title":"Transformational Leadership in Science Education","year":2014,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformational leadership; Curriculum; Pedagogy; Leadership studies; Process (computing); Political science; Mathematics education; Engineering ethics; Sociology; Psychology; Public relations; Leadership style; Engineering; Computer science","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":[0.0007101321,0.0002883232,0.0001343786,0.0004258162,0.004340053,0.003551201,0.0004804064,0.00060125,0.009203847],"category_scores_gemma":[0.0005623962,0.0001093582,0.0001648509,0.0006059928,0.004268145,0.0009845378,0.001230823,0.002169887,0.001914917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01193434,"about_ca_system_score_gemma":0.01361619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1033539,"about_ca_topic_score_gemma":0.3183286,"domain_scores_codex":[0.9992357,0.0002273292,0.000009288154,0.00003848632,0.0002256316,0.0002635152],"domain_scores_gemma":[0.999655,0.00006384954,0.00001653567,0.00001565163,0.0001214326,0.0001274535],"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":[0.00001347681,0.00005976473,0.0006655488,0.0001926501,0.000004380798,0.0004373509,0.03330543,0.0003270507,0.000494571,0.6977132,0.1430005,0.1237861],"study_design_scores_gemma":[0.000003750162,0.00001578994,0.0009954121,0.0001495706,0.000001164016,0.0001029712,0.004482987,0.0001183545,0.0001166878,0.01466003,0.9793479,0.000005384332],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01213059,0.01955214,0.003539928,0.01441872,0.0009854584,0.00007573467,0.0000285208,0.0001434959,0.9491253],"genre_scores_gemma":[0.3401235,0.01588606,0.002436437,0.003653307,0.00029813,0.00007650624,0.00006718054,0.00009153088,0.6373673],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1033539,"threshold_uncertainty_score":0.2055047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1679216974745156,"score_gpt":0.3458308921904292,"score_spread":0.1779091947159137,"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."}}