{"id":"W4379645488","doi":"10.1007/978-3-031-27334-6_3","title":"STEMifying Teacher Education: A Canadian Context","year":2023,"lang":"en","type":"book-chapter","venue":"Palgrave studies on leadership and learning in teacher education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Affordance; Curriculum; Context (archaeology); Timeline; Pedagogy; Teacher education; Mathematics education; Engineering ethics; Psychology; Engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006041477,0.0004958909,0.0005970394,0.001154416,0.00133469,0.0001466992,0.0002809252,0.000607729,0.0002026269],"category_scores_gemma":[0.004280138,0.0005406779,0.00009208851,0.000318004,0.0006780063,0.00006976803,0.0000436897,0.003188752,0.0002176975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001905922,"about_ca_system_score_gemma":0.004293901,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05379134,"about_ca_topic_score_gemma":0.1781075,"domain_scores_codex":[0.995947,0.001534532,0.00057053,0.000780079,0.0004863364,0.0006815259],"domain_scores_gemma":[0.9977656,0.0008724215,0.0004442883,0.0002856122,0.0003824171,0.0002496345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001322582,0.00004918735,0.01179178,0.0001640898,0.0001247956,0.0000029695,0.2995273,0.000005441573,0.000002106166,0.3386169,0.004669013,0.3450332],"study_design_scores_gemma":[0.0001709536,0.00009505409,0.007106519,0.001923669,0.00008052568,0.000001835007,0.6251526,0.00000449203,0.000001195235,0.01907176,0.3456255,0.0007658982],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003251029,0.008140993,0.00001153116,0.0174728,0.003755538,0.0009583567,0.000003061193,0.0002817024,0.966125],"genre_scores_gemma":[0.381051,0.0004122072,0.0002213475,0.001093699,0.001352799,0.0001295956,0.00004103003,0.00009754673,0.6156008],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3778,"threshold_uncertainty_score":0.9999654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.187518508089273,"score_gpt":0.4059738567499129,"score_spread":0.2184553486606399,"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."}}