{"id":"W4392772547","doi":"10.1080/00220272.2024.2322516","title":"IB-PYP curriculum and teachers’ roles within IB-PYP","year":2024,"lang":"en","type":"article","venue":"Journal of Curriculum Studies","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Curriculum; Mathematics education; Pedagogy; Psychology; Sociology","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":[0.0009784688,0.0002715898,0.0005131449,0.0002928671,0.0005045804,0.0004875276,0.0001790621,0.00005378746,0.0003832515],"category_scores_gemma":[0.0004618157,0.0001733289,0.0002203739,0.00007998604,0.0003131182,0.0005284564,0.0001008382,0.0008934147,0.00003114785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006236143,"about_ca_system_score_gemma":0.00004349079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001937183,"about_ca_topic_score_gemma":0.0005374002,"domain_scores_codex":[0.9983513,0.0001622077,0.0005915182,0.0002286203,0.0003687142,0.0002976336],"domain_scores_gemma":[0.9990464,0.0002015443,0.0003029165,0.0001175184,0.000221855,0.0001097935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001175764,0.0003031158,0.009419831,0.0003412729,0.002269015,0.0007732445,0.8345057,0.00007813047,0.0001158487,0.05007041,0.06160872,0.04050298],"study_design_scores_gemma":[0.0007831531,0.0007085107,0.001136839,0.002489422,0.0006457081,0.0005588747,0.7032235,0.0005593666,0.00004587428,0.002118435,0.2870818,0.0006484872],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8901395,0.1001827,0.00001744545,0.001062733,0.002243303,0.0000706291,0.000005565181,0.00009846928,0.006179693],"genre_scores_gemma":[0.9918299,0.0007859822,0.000154531,0.0002076811,0.002186808,0.000004897848,0.00000180293,0.00003339369,0.00479504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2254731,"threshold_uncertainty_score":0.7068148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02368820584094506,"score_gpt":0.2856670851018826,"score_spread":0.2619788792609375,"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."}}