{"id":"W2083380430","doi":"10.1002/whe.10178","title":"Mankato Initiative to Transform Teacher Education","year":2011,"lang":"en","type":"article","venue":"Women in Higher Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mandate; Excellence; Political science; Educational leadership; Bachelor; The arts; Teacher education; Sociology; Pedagogy; Management; Library science; Medical education; Medicine","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":[0.001463569,0.0006441456,0.000216478,0.0006122896,0.00508477,0.004917739,0.00109166,0.002011809,0.053384],"category_scores_gemma":[0.001159306,0.0003508202,0.0002867042,0.0006285477,0.001699852,0.001852765,0.009115678,0.003884074,0.0120208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01304285,"about_ca_system_score_gemma":0.04106915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1401149,"about_ca_topic_score_gemma":0.4200701,"domain_scores_codex":[0.9985562,0.0003184188,0.0000279531,0.0001636816,0.0003670068,0.0005667832],"domain_scores_gemma":[0.9981347,0.00006784431,0.00005785056,0.00009382071,0.0002103605,0.001435332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005798217,0.0001093609,0.001303844,0.0001513322,0.000007203301,0.0002908599,0.00232828,0.00009220964,0.001045093,0.07063577,0.8481485,0.07582961],"study_design_scores_gemma":[0.00000524964,0.000005319906,0.00108885,0.0000484562,0.00000109129,0.00003026268,0.0007244244,0.00001684036,0.00005432357,0.0007786128,0.9972434,0.000003174553],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01168041,0.01246578,0.002684424,0.1502958,0.01314479,0.0002542076,0.001711272,0.0009512875,0.806812],"genre_scores_gemma":[0.04151058,0.004288195,0.006799777,0.02276389,0.0004013355,0.0003455007,0.001111243,0.0003183068,0.922461],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1401149,"threshold_uncertainty_score":0.2785986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2020390102819788,"score_gpt":0.3961159466599862,"score_spread":0.1940769363780074,"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."}}