{"id":"W4390239409","doi":"10.1177/21582440231216836","title":"How Permeable Are the Beliefs of Future Secondary School Mathematics Teachers to Pre-Service Experiences? Looking Across Their Years of Training","year":2023,"lang":"en","type":"article","venue":"SAGE Open","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Perspective (graphical); Mathematics education; Psychology; Identity (music); Field (mathematics); Professional development; Teacher education; Pedagogy; Computer science; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0014054,0.00009092882,0.0002108214,0.00003437074,0.0003580925,0.000212525,0.0009580835,0.00006421083,0.0002005202],"category_scores_gemma":[0.0003519184,0.00006895344,0.00005141678,0.0007013514,0.0001836849,0.0002734494,0.0002306593,0.0001802618,0.000015499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003939104,"about_ca_system_score_gemma":0.0002297434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006456259,"about_ca_topic_score_gemma":0.004831926,"domain_scores_codex":[0.9989356,0.0001479341,0.0001749562,0.0001720431,0.0002759752,0.000293523],"domain_scores_gemma":[0.9992526,0.0001537119,0.0001860326,0.0002554769,0.00007011808,0.00008211898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003489035,0.00002214699,0.00153518,0.00003838231,0.00002329528,4.198438e-7,0.9775337,0.000007126486,0.0000844785,0.00008788545,0.001188944,0.01947494],"study_design_scores_gemma":[0.0001215642,0.00001196395,0.02634933,0.0001184483,0.000004309517,1.830145e-7,0.93938,0.000004039765,0.0001080739,0.0001024301,0.03371879,0.00008083906],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572226,0.0001541999,0.00001368053,0.03673088,0.0002685174,0.002088963,0.00001499204,0.00004440354,0.00346179],"genre_scores_gemma":[0.9935694,0.00001414849,0.000345456,0.0005203776,0.000236906,0.0007092185,0.000001494613,0.00001347718,0.004589524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03815368,"threshold_uncertainty_score":0.281184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1380418207662275,"score_gpt":0.3977227626646377,"score_spread":0.2596809418984102,"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."}}