{"id":"W3184453993","doi":"10.22230/ijepl.2021v17n7a1103","title":"A Psychometric Look at Principal Professional Development","year":2021,"lang":"en","type":"article","venue":"International Journal of Education Policy and Leadership","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Professional development; Principal (computer security); Leadership development; Rank (graph theory); Educational leadership; Leadership; Leadership style; Medical education; Pedagogy; Political science; Public relations; Social psychology; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01573342,0.0002228562,0.000252769,0.004107309,0.001118535,0.001359499,0.0004569222,0.0002727175,0.002622344],"category_scores_gemma":[0.05985748,0.0002739473,0.0005724017,0.003718204,0.001008193,0.001119596,0.001546864,0.001021151,0.0005449522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001226642,"about_ca_system_score_gemma":0.003881699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009670144,"about_ca_topic_score_gemma":0.008871338,"domain_scores_codex":[0.9904102,0.003303022,0.0008229183,0.0004368639,0.004431695,0.0005952142],"domain_scores_gemma":[0.9442368,0.02225926,0.006457977,0.003258999,0.02091434,0.002872583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004842068,0.0001984472,0.9538415,0.00007056323,0.00003719428,0.00005633963,0.0043643,0.0002583775,0.0003861415,0.0004289569,0.001002903,0.03930688],"study_design_scores_gemma":[0.000007676513,0.0003456652,0.9871708,0.0000806877,0.00001391011,0.0001241062,0.006835721,0.0007393051,0.0003278812,0.0002607345,0.004080262,0.00001321168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794215,0.0002404992,0.002549202,0.0006513445,0.00003821441,0.0001464647,0.0003383269,0.00005829598,0.01655623],"genre_scores_gemma":[0.9972891,0.0001096322,0.001378253,0.00005919796,0.00001517373,0.00008101494,0.0003160986,0.00001034866,0.0007411579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01573342,"threshold_uncertainty_score":0.08320725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.306641830612404,"score_gpt":0.4715292904972502,"score_spread":0.1648874598848463,"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."}}