{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002100803,0.000241919,0.0004858055,0.002291701,0.01862751,0.00682809,0.001035158,0.001472959,0.004916469],"category_scores_gemma":[0.004733562,0.0002296871,0.0002769053,0.003409216,0.005283276,0.001783361,0.004863991,0.003369559,0.0001383767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.048063,"about_ca_system_score_gemma":0.05677697,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9207407,"about_ca_topic_score_gemma":0.9734031,"domain_scores_codex":[0.9972062,0.0005817952,0.00005826199,0.0001750495,0.0003381483,0.001640519],"domain_scores_gemma":[0.9954162,0.00126394,0.0005418846,0.00006834389,0.0009267592,0.001782815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000812509,0.0002010632,0.1265013,0.0002183949,0.00001859095,0.001122498,0.8287084,0.00004862144,0.000265066,0.01260029,0.007575057,0.02265945],"study_design_scores_gemma":[0.00001355896,0.00003727319,0.1598174,0.0003700682,0.00002265164,0.0001429145,0.8029779,0.00003491995,0.0001299304,0.0003121111,0.03612451,0.00001675315],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9324992,0.002885316,0.00008042692,0.02179726,0.00006448018,0.00005053092,0.0001744861,0.000009020037,0.0424393],"genre_scores_gemma":[0.9878941,0.00183527,0.0001398913,0.001959712,0.00002709851,0.00004211032,0.00008865073,0.000007429384,0.00800575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07925928,"threshold_uncertainty_score":0.3487231,"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."}}