{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004282801,0.000107949,0.0001264569,0.0007298415,0.002613864,0.0005493014,0.001501732,0.00002423938,0.01022359],"category_scores_gemma":[0.0004346867,0.00008633414,0.00008015255,0.003956979,0.0002760996,0.0009643406,0.0003080831,0.0002102146,0.0004379168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000180259,"about_ca_system_score_gemma":0.005543742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002226983,"about_ca_topic_score_gemma":0.0000456478,"domain_scores_codex":[0.9953911,0.0006177055,0.0004534291,0.0006199793,0.002629639,0.0002881499],"domain_scores_gemma":[0.9985419,0.0002407017,0.0001864951,0.0004456163,0.0004368255,0.0001484839],"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":[0.00006291402,0.002073447,0.01558151,0.000004326579,0.000005222721,0.000001120569,0.01987298,0.0007504492,0.001215503,0.04491392,0.559492,0.3560266],"study_design_scores_gemma":[0.0001628041,0.0006908846,0.03163206,0.00001237342,0.00000685075,0.00004974734,0.4275472,0.002186392,0.0003108818,0.205035,0.332022,0.0003438004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.717028,0.0007300325,0.0004519262,0.02901345,0.004130903,0.0004073864,0.00001233039,0.00004843962,0.2481775],"genre_scores_gemma":[0.9133256,0.000002140265,0.0006154925,0.0004297617,0.0003182912,0.0003842414,0.00001524758,0.000005968751,0.08490323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4076742,"threshold_uncertainty_score":0.9986846,"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."}}