{"id":"W4400819075","doi":"10.3102/2097488","title":"Literacy in Montessori Schools: Perspectives From Canada, Mexico, and Italy","year":2024,"lang":"en","type":"article","venue":"","topic":"Education Methods and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Literacy; Mathematics education; Montessori method; Pedagogy; Computer science; Psychology; Early childhood education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005565601,0.0000441779,0.00006098329,0.0000416184,0.0001076422,0.0003531675,0.00006650898,0.00002792426,0.0007048632],"category_scores_gemma":[0.0006331957,0.000037976,0.00001100031,0.0002111576,0.00003434531,0.0006458397,0.00001084942,0.0001307769,0.000008113967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001136036,"about_ca_system_score_gemma":0.0007485528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9774849,"about_ca_topic_score_gemma":0.9517127,"domain_scores_codex":[0.9992724,0.0002284149,0.00008257801,0.0001675675,0.0001417484,0.0001072665],"domain_scores_gemma":[0.9989284,0.0008893213,0.00001580995,0.00005670901,0.00003849159,0.00007130382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009527545,0.00004828882,0.118496,0.00001401505,0.00003965198,0.00002520226,0.3871634,0.00000166999,0.0001385668,0.3933136,0.01705603,0.08369399],"study_design_scores_gemma":[0.00005549548,0.000007086601,0.07105567,0.00004528671,0.000008678903,3.341175e-7,0.3863995,0.00009893891,0.00005221089,0.02142023,0.5207317,0.0001248818],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7195983,0.02015823,0.0001347403,0.0639277,0.0007247802,0.00009915908,0.00001296057,0.00004702879,0.1952971],"genre_scores_gemma":[0.9854947,0.0005206171,0.00716335,0.0002487509,0.0002207678,0.000005941692,0.000001118181,0.000003679914,0.006341023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5036756,"threshold_uncertainty_score":0.7717758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819492103239555,"score_gpt":0.4117621547218083,"score_spread":0.3835672336894128,"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."}}