{"id":"W4380905977","doi":"10.1007/978-3-031-29286-6_7","title":"Grammatical Choices and Narrative Quality in the Collaborative Writing of Primary School Students","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Grammar; Quality (philosophy); Writing process; Linguistics; Psychology; Process (computing); Narrative; Articulation (sociology); Mathematics education; Pedagogy; Computer science; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001631277,0.0001842815,0.00029809,0.0006999723,0.001410958,0.005460667,0.0005904155,0.0005746122,0.003403162],"category_scores_gemma":[0.009814858,0.000180073,0.000188206,0.0009738707,0.002294442,0.00154808,0.001548552,0.001191181,0.0002193561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298799,"about_ca_system_score_gemma":0.001318675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00430726,"about_ca_topic_score_gemma":0.00967044,"domain_scores_codex":[0.9983842,0.0008230411,0.0000927076,0.0001667017,0.0004230778,0.0001102119],"domain_scores_gemma":[0.9912909,0.006666865,0.000879777,0.0002172044,0.0004460151,0.0004992651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002889549,0.0008310149,0.1155776,0.0003082209,0.00006809452,0.001839284,0.4107086,0.001102594,0.002281216,0.07872406,0.008030211,0.3802401],"study_design_scores_gemma":[0.0001015892,0.0006544621,0.4651974,0.000625528,0.0001085155,0.003217654,0.3616014,0.002568534,0.002881861,0.1104419,0.05250633,0.00009488124],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8711249,0.00321564,0.001385482,0.001367546,0.00005184736,0.00003504095,0.00005766735,0.00001927448,0.1227427],"genre_scores_gemma":[0.9845807,0.0006694531,0.0009661252,0.00004272393,0.00001582261,0.00002312496,0.00002832743,0.000008879057,0.0136648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005460667,"threshold_uncertainty_score":0.01138467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06594066081209816,"score_gpt":0.4065204403790691,"score_spread":0.340579779566971,"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."}}