{"id":"W1542165207","doi":"10.20360/g2c88p","title":"Scaffolding Student Writing","year":2011,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Generalization; Mathematics education; Psychology; Scaffold; Computer science; Pedagogy; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002592992,0.0003266123,0.0004101428,0.0007306259,0.0004457454,0.001392714,0.0006831312,0.0003568419,0.005191242],"category_scores_gemma":[0.02517511,0.0001117469,0.0002996586,0.0003765399,0.0004070967,0.0009026931,0.001374604,0.0005473681,0.001111728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002683733,"about_ca_system_score_gemma":0.000615339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003139024,"about_ca_topic_score_gemma":0.0007942164,"domain_scores_codex":[0.9969115,0.00171035,0.000213287,0.0003717207,0.000620383,0.0001728043],"domain_scores_gemma":[0.9786822,0.01450286,0.001831082,0.002757817,0.001544759,0.0006812776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002621699,0.001206271,0.02316161,0.0006146354,0.00003521839,0.000169879,0.00677052,0.0008080841,0.02223634,0.0008238052,0.002407399,0.9415041],"study_design_scores_gemma":[0.0004894192,0.01659275,0.5092056,0.002264478,0.0004771267,0.004035262,0.02417491,0.01066026,0.2021396,0.01484916,0.2148718,0.0002397588],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9558911,0.00078868,0.02343008,0.0005670625,0.0001088825,0.0002871714,0.0001162948,0.001236076,0.01757452],"genre_scores_gemma":[0.9558647,0.0006519291,0.03689539,0.0001131458,0.00006778443,0.0001347443,0.0001650479,0.0001117694,0.005995531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005191242,"threshold_uncertainty_score":0.01736641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02559748712026711,"score_gpt":0.3538479546012234,"score_spread":0.3282504674809563,"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."}}