{"id":"W3136163399","doi":"10.1177/0892020621999680","title":"A grounded theory of educational leadership development using generative dialogue","year":2021,"lang":"en","type":"article","venue":"Management in Education","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Grounded theory; Focus group; Educational leadership; Pedagogy; Honesty; Accountability; Sociology; Professional development; Psychology; Public relations; Qualitative research; Social psychology; Political science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003389292,0.0001174817,0.0001269533,0.0001809387,0.00006190802,0.00001991205,0.0001426729,0.00005939462,0.003220517],"category_scores_gemma":[0.00002861487,0.0001198672,0.00003677552,0.0004445421,0.00004775295,0.00007960164,0.00003759268,0.00009335356,0.000112723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001888771,"about_ca_system_score_gemma":0.0003227921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003418099,"about_ca_topic_score_gemma":0.00002855911,"domain_scores_codex":[0.9986558,0.0002897624,0.0003497502,0.0003355883,0.0001704431,0.0001986449],"domain_scores_gemma":[0.9993418,0.0001636395,0.0001261461,0.0002248371,0.00009957649,0.00004395209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004751402,0.006157961,0.02993711,0.00008812933,0.0001971221,0.000002914508,0.009112719,0.0000301301,0.0001870093,0.8798906,0.003798062,0.07055069],"study_design_scores_gemma":[0.0005185177,0.00001959362,0.8485145,0.00008432029,0.00003299076,0.000007643166,0.03534998,0.000005221914,0.0002654423,0.1072374,0.007746538,0.0002178639],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.806477,0.001029742,0.001546434,0.003091621,0.00317531,0.0003702587,0.000003451113,0.00001103761,0.1842952],"genre_scores_gemma":[0.953507,0.00001464117,0.01994699,0.001435976,0.0002043722,0.0002717463,0.0002642769,0.00001113381,0.02434385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8185773,"threshold_uncertainty_score":0.9976907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.207133942729995,"score_gpt":0.4137460346783062,"score_spread":0.2066120919483111,"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."}}