{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002078449,0.0001424615,0.0002249854,0.0009668786,0.001515643,0.005004295,0.0005730272,0.0007565572,0.002477529],"category_scores_gemma":[0.008058,0.0002399961,0.0002742331,0.000729079,0.004597086,0.002386152,0.001736017,0.001824697,0.0002999951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001315314,"about_ca_system_score_gemma":0.001143715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009374032,"about_ca_topic_score_gemma":0.01538581,"domain_scores_codex":[0.9990236,0.0003596932,0.00003164622,0.0001008181,0.0001728962,0.000311303],"domain_scores_gemma":[0.9952613,0.001782786,0.001204228,0.0002478924,0.0005406697,0.0009631827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007308833,0.0001350786,0.2692871,0.00008750615,0.00003929954,0.0006637173,0.702765,0.00008202336,0.00169257,0.002215345,0.0003189908,0.02264016],"study_design_scores_gemma":[0.000001512025,0.00007578589,0.3147999,0.00007404584,0.000009717714,0.0002043123,0.6809251,0.00005072825,0.0002621786,0.0006440182,0.00293861,0.00001413942],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949968,0.0001595718,0.0002111204,0.000453509,0.00001136367,0.000004688076,0.00001708402,0.000002359863,0.004143509],"genre_scores_gemma":[0.9992452,0.0001104398,0.0000372366,0.00005792951,0.000003929799,0.000002914953,0.00001449877,0.000001724508,0.0005262827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009374032,"threshold_uncertainty_score":0.01863891,"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."}}