{"id":"W2183384024","doi":"10.1007/1-4020-5516-1_8","title":"Successful Leadership: Does Context Matter and If So, How?","year":2007,"lang":"en","type":"book-chapter","venue":"Studies in educational leadership","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":89,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Context (archaeology); Psychology; Political science; History","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007314864,0.0007176752,0.0007038974,0.0009911651,0.00043999,0.0004318795,0.0004110584,0.0004593853,0.002751442],"category_scores_gemma":[0.0006486601,0.0006345107,0.0001426808,0.0002422901,0.001444485,0.00072911,0.0001836201,0.001050672,0.00177459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002414512,"about_ca_system_score_gemma":0.0001450572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009664724,"about_ca_topic_score_gemma":0.0007011575,"domain_scores_codex":[0.9970952,0.00002625701,0.0005604455,0.0009226456,0.0006733558,0.0007221016],"domain_scores_gemma":[0.9977323,0.0008299751,0.000510598,0.0003506856,0.0005329225,0.00004351544],"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":[0.0001123317,0.0001543701,0.1357173,0.005557645,0.0006530911,0.00004105812,0.005941188,0.0000133876,0.000005222025,0.6423562,0.2058118,0.003636543],"study_design_scores_gemma":[0.0009253182,0.00002308442,0.03309794,0.002320504,0.000292901,0.00002335526,0.1220764,0.0000100009,0.000005772732,0.04326198,0.7961403,0.001822495],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00251902,0.03543648,0.00002640325,0.3866929,0.007211482,0.001208015,0.00003480983,0.0002874908,0.5665834],"genre_scores_gemma":[0.4553119,0.0001323938,0.00008498985,0.01983279,0.008062904,0.00002951351,0.0002022198,0.0001568883,0.5161864],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5990942,"threshold_uncertainty_score":0.9996106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1623833107004688,"score_gpt":0.3000117268026615,"score_spread":0.1376284161021926,"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."}}