{"id":"W2588031970","doi":"10.11575/prism/5293","title":"Nurturing Excellence in Instruction and Leadership","year":2014,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Public relations; Political science; Pedagogy; Sociology; Engineering ethics; Management; Engineering; Economics; Law","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":[0.005653507,0.0002672995,0.0003329034,0.0009228077,0.003913336,0.008276316,0.0008394471,0.001263113,0.004168597],"category_scores_gemma":[0.006507894,0.0001303617,0.0001639242,0.0006684363,0.01716121,0.003140314,0.007695614,0.002282089,0.0007912898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00488206,"about_ca_system_score_gemma":0.01632901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00861813,"about_ca_topic_score_gemma":0.01994344,"domain_scores_codex":[0.9951578,0.001838071,0.0001095858,0.0003730668,0.001324285,0.001197205],"domain_scores_gemma":[0.994758,0.0009242749,0.0006353367,0.0005373267,0.0008938027,0.002251274],"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":[0.00001700086,0.000103798,0.003812736,0.0001985403,0.00001541617,0.000233383,0.01974105,0.0003465737,0.001116335,0.8068781,0.01282953,0.1547076],"study_design_scores_gemma":[0.00003010001,0.0002207348,0.01435995,0.0007502203,0.00002808912,0.0004004299,0.0162208,0.0004210225,0.001912831,0.3913687,0.574249,0.00003794051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1013552,0.00875994,0.01651578,0.06137929,0.0009805396,0.0001190941,0.00003431949,0.0002489569,0.810607],"genre_scores_gemma":[0.955918,0.003696406,0.01032808,0.002477486,0.0002194004,0.00006265034,0.0000260549,0.0000442864,0.02722766],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00861813,"threshold_uncertainty_score":0.03542191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09751664314510028,"score_gpt":0.2734947691850295,"score_spread":0.1759781260399292,"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."}}