{"id":"W2560099380","doi":"10.36510/learnland.v9i1.752","title":"The Ed.D. as Investment in Professional Development: Cultivating Practitioner Knowledge","year":2015,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Centrality; Professional development; Value (mathematics); Work (physics); Graduate education; Investment (military); Engineering ethics; Sociology; Pedagogy; Public relations; Political science; Medical education; Engineering; Medicine","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":[0.001516576,0.00006734484,0.00006933264,0.00004214146,0.0008069956,0.00007680718,0.0001139218,0.00004794868,0.00006598073],"category_scores_gemma":[0.002047009,0.00004571564,0.00001507274,0.0001922466,0.00007427931,0.00012453,0.00003709152,0.0002861598,0.0002685555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001311528,"about_ca_system_score_gemma":0.0006504732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002009844,"about_ca_topic_score_gemma":0.001961674,"domain_scores_codex":[0.9987289,0.0005391971,0.0001395934,0.0001216102,0.0002411426,0.000229548],"domain_scores_gemma":[0.9993258,0.0003728049,0.00008058086,0.0000463695,0.00009080693,0.00008367093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009746721,0.00009576832,0.1467971,0.000004647316,0.00001295797,7.107505e-7,0.8172293,0.00002481352,0.000006372111,0.007967355,0.02098786,0.006863338],"study_design_scores_gemma":[0.0001362617,0.000006447845,0.01288127,0.00002790613,0.0000011987,2.052677e-7,0.3202945,0.000008747279,0.00001172543,0.0002071621,0.6663693,0.0000552991],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6481462,0.002910227,0.00001194762,0.06299146,0.002312627,0.0003493704,1.45986e-7,0.000194527,0.2830835],"genre_scores_gemma":[0.9499554,0.00003282338,0.0001938898,0.0002573692,0.0002630768,0.00006889767,0.000004462113,0.000006529428,0.04921757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6453815,"threshold_uncertainty_score":0.6206838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011018449260916,"score_gpt":0.4015706200830003,"score_spread":0.3004687751569087,"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."}}