{"id":"W1526288710","doi":"10.22329/jtl.v8i2.3359","title":"Women and Educational Leadership","year":2012,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Educational leadership; Principal (computer security); Collective leadership; Leadership; Leadership studies; Public relations; Field (mathematics); Shared leadership; Sociology; Psychology; Leadership style; Political science; Pedagogy; China; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004633755,0.00004770765,0.0000950312,0.00007917658,0.0007016102,0.00006087939,0.00004697436,0.00003370532,0.00008033563],"category_scores_gemma":[0.001990382,0.00004117009,0.00002016639,0.000038203,0.0001157384,0.0003061688,0.000009604229,0.0007967773,0.000002971368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006246467,"about_ca_system_score_gemma":0.00007018855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007005663,"about_ca_topic_score_gemma":0.000004716092,"domain_scores_codex":[0.9987119,0.0007455544,0.0001235505,0.00004340585,0.0001575502,0.0002179918],"domain_scores_gemma":[0.9991587,0.0004694229,0.0001390645,0.00001976287,0.0000336355,0.0001793806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004045437,0.00003153161,0.2397709,0.000009065042,0.00001705487,9.777488e-8,0.7248604,9.545611e-7,0.00001999004,0.002940228,0.0006708451,0.0316749],"study_design_scores_gemma":[0.00009926999,0.00002746343,0.1392482,0.00002512447,0.000007530803,0.00001347248,0.7039616,8.174479e-7,5.705937e-7,0.0002083106,0.1563538,0.00005383979],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9341131,0.004442238,0.00003598659,0.05627877,0.0003138564,0.00001733322,4.094995e-8,0.000008927364,0.004789751],"genre_scores_gemma":[0.9929932,0.000083505,0.0007969216,0.0003163436,0.001315368,8.559736e-7,1.040339e-7,0.000004232911,0.004489521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.155683,"threshold_uncertainty_score":0.5396289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1817941494844974,"score_gpt":0.3961864723037476,"score_spread":0.2143923228192502,"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."}}