{"id":"W2154234925","doi":"10.1111/j.1467-9345.2008.00470.x","title":"Accommodating differences: variations in differentiated literacy instruction in Grade 2/3 classrooms","year":2008,"lang":"en","type":"article","venue":"Literacy","topic":"Reading and Literacy Development","field":"Psychology","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; University of Victoria","funders":"","keywords":"Literacy; Differentiated instruction; Mathematics education; Reading (process); Variety (cybernetics); Psychology; Language arts; Pedagogy; Computer science; Linguistics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000210187,0.0002868263,0.0003867347,0.0007514638,0.0001538671,0.0001318985,0.0002921532,0.000174005,0.0009301043],"category_scores_gemma":[0.00008525309,0.0002719224,0.00007613044,0.001041881,0.0000504844,0.0007748365,0.00007141961,0.0005529657,0.0001547564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001570021,"about_ca_system_score_gemma":0.00004278834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009985809,"about_ca_topic_score_gemma":0.0000534701,"domain_scores_codex":[0.9973652,0.0003567727,0.0009267915,0.0005706873,0.0002312503,0.0005492792],"domain_scores_gemma":[0.9988615,0.0003066972,0.0002146932,0.0004521903,0.00006521137,0.00009969083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004894822,0.0005422492,0.882007,0.00001835683,0.00002565661,0.00009425301,0.07138762,0.000006474057,0.00008921904,0.003100405,0.0001120957,0.04256772],"study_design_scores_gemma":[0.001943232,0.00003708678,0.9904867,0.0002023551,0.000005472264,0.00009356911,0.0002288213,0.001453723,0.00001374531,0.001712169,0.003518291,0.000304784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927663,0.0001523681,0.0007773354,0.0001995688,0.001157853,0.0002909927,0.00001518645,0.0001166444,0.004523779],"genre_scores_gemma":[0.9941971,0.0000300521,0.002368551,0.0001929596,0.0001338182,0.000164192,0.0001851205,0.00003038889,0.002697858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1084797,"threshold_uncertainty_score":0.9999832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03460361360021218,"score_gpt":0.3170106862342595,"score_spread":0.2824070726340473,"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."}}