{"id":"W3022303289","doi":"10.1080/1359866x.2020.1756223","title":"On the shoulder of giants: advice for beginning teacher educators","year":2020,"lang":"en","type":"article","venue":"Asia-Pacific Journal of Teacher Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"","keywords":"Advice (programming); Pedagogy; Identity (music); Professional development; Psychology; Field (mathematics); Medical education; Public relations; Medicine; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002673325,0.0001695024,0.0003266381,0.0005641045,0.005299587,0.001735107,0.0007952273,0.002677971,0.005009866],"category_scores_gemma":[0.01401482,0.000278543,0.000250535,0.0003947468,0.002076657,0.002014208,0.002019586,0.003219389,0.001407544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001546865,"about_ca_system_score_gemma":0.005995622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008189842,"about_ca_topic_score_gemma":0.02601876,"domain_scores_codex":[0.9981255,0.001102498,0.00007359013,0.00008480372,0.0002811801,0.0003325628],"domain_scores_gemma":[0.990164,0.004790755,0.0009305295,0.0003087513,0.001424203,0.002381763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001641192,0.0008536438,0.05736211,0.001288626,0.0000368743,0.006766136,0.5910947,0.00017753,0.004077478,0.002536295,0.1025797,0.2330627],"study_design_scores_gemma":[0.00006750456,0.0004192455,0.02948396,0.001367255,0.00005066863,0.002369343,0.7855403,0.0002588077,0.001052409,0.00260542,0.1767257,0.00005940595],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8606765,0.004704696,0.003970559,0.08397669,0.0008417477,0.0003074645,0.0000937447,0.0005225025,0.04490605],"genre_scores_gemma":[0.9510049,0.003614278,0.009463387,0.01447949,0.0001516912,0.0001207768,0.00005154964,0.00006444425,0.02104951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008189842,"threshold_uncertainty_score":0.01675963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09856822218642299,"score_gpt":0.3892446326243453,"score_spread":0.2906764104379224,"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."}}