{"id":"W2938456997","doi":"10.4324/9780203096826","title":"Teacher Development in Higher Education","year":2012,"lang":"en","type":"book","venue":"","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Pedagogy","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":[0.004306452,0.0003231246,0.0004661328,0.001235566,0.0037901,0.009686355,0.0007617227,0.002266529,0.02623638],"category_scores_gemma":[0.009600054,0.0002095024,0.0002247067,0.002815207,0.007008764,0.005932905,0.005749777,0.003502481,0.007356296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008433432,"about_ca_system_score_gemma":0.01216692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005325909,"about_ca_topic_score_gemma":0.007572495,"domain_scores_codex":[0.9936182,0.003194611,0.0002453227,0.0005214176,0.001541707,0.0008787655],"domain_scores_gemma":[0.9928995,0.002209565,0.0007197675,0.0008091224,0.001499344,0.001862705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002149442,0.00007036682,0.002723888,0.0009652012,0.000009022943,0.0001495358,0.01358802,0.0001698912,0.0001640595,0.2650548,0.3666416,0.3504421],"study_design_scores_gemma":[0.000003187472,0.00002117578,0.00161741,0.0006378027,0.000001582247,0.0001048861,0.002993718,0.00001995418,0.00005999652,0.01456195,0.9799739,0.000004481846],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008344361,0.1733556,0.002846544,0.255793,0.009236721,0.00008871561,0.0002240505,0.0002561487,0.5498549],"genre_scores_gemma":[0.3728468,0.1028536,0.004211304,0.04042455,0.005532615,0.0001807193,0.0003072821,0.0002350849,0.473408],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02623638,"threshold_uncertainty_score":0.08776945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07479538739852681,"score_gpt":0.3635967288240282,"score_spread":0.2888013414255013,"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."}}