{"id":"W4285595650","doi":"10.3390/educsci12070485","title":"Transdisciplinary Teacher Education","year":2022,"lang":"en","type":"article","venue":"Education Sciences","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Narrative; Teacher education; Function (biology); Sociology; Pedagogy; Mathematics education; Position (finance); Focus (optics); Narrative inquiry; Epistemology; Psychology","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":[0.007401518,0.0003628781,0.0004819719,0.001649951,0.005736866,0.006998001,0.001389931,0.002468386,0.02223915],"category_scores_gemma":[0.008407522,0.0002662117,0.0005943547,0.001102638,0.008698049,0.006425043,0.0162353,0.003639604,0.002074135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006729634,"about_ca_system_score_gemma":0.01089653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002742393,"about_ca_topic_score_gemma":0.006872547,"domain_scores_codex":[0.9886236,0.00751563,0.0003587692,0.001323144,0.0009787485,0.001200093],"domain_scores_gemma":[0.9898057,0.004188537,0.0006853839,0.001427719,0.001093583,0.002799067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004346994,0.000248318,0.003320082,0.0003933814,0.00002218534,0.0004452952,0.0298932,0.0005092922,0.0003755655,0.8550851,0.01346157,0.09620259],"study_design_scores_gemma":[0.00003022279,0.0001200292,0.002071504,0.0008171063,0.000009845582,0.0006554489,0.05002005,0.0008605399,0.0004244592,0.2624358,0.6825345,0.00002054157],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07814117,0.01391973,0.06378553,0.09502307,0.002282322,0.0003038029,0.00008819382,0.0001673253,0.7462889],"genre_scores_gemma":[0.8781168,0.005794396,0.01857938,0.006254275,0.000346138,0.0002544271,0.00007886384,0.00005199415,0.09052363],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02223915,"threshold_uncertainty_score":0.07439739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1287351487177705,"score_gpt":0.501077886062327,"score_spread":0.3723427373445564,"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."}}