{"id":"W1507894858","doi":"10.20360/g22c7j","title":"Authenticity and Children's Engagement with Writing","year":2015,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; Reading (process); Psychology; Professional writing; Pedagogy; Class (philosophy); Mathematics education; Linguistics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005783159,0.00004660727,0.00005653237,0.0000273279,0.0002592574,0.0002099985,0.0000276148,0.00002115414,0.00001900137],"category_scores_gemma":[0.0001223891,0.00003915561,0.000006394138,0.00006094827,0.00006619158,0.0001708166,0.00001747427,0.00006914618,0.00000258204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001079564,"about_ca_system_score_gemma":0.00003223757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001485238,"about_ca_topic_score_gemma":0.00009864146,"domain_scores_codex":[0.9994847,0.00009180893,0.00006381989,0.0001134123,0.0001156697,0.0001305823],"domain_scores_gemma":[0.9997094,0.00006052482,0.00002865049,0.00005490298,0.00004218955,0.000104317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001143285,0.00004828321,0.1823239,0.00001830364,0.00001268137,0.00001276504,0.731821,2.068548e-7,0.00003457724,0.008140284,0.0003646753,0.07721185],"study_design_scores_gemma":[0.002255834,0.0002497117,0.3649792,0.0005394637,0.000101568,0.00005568514,0.5942854,0.00008141676,0.0002299524,0.001736282,0.03479652,0.0006889305],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987282,0.0006973491,0.00003389196,0.0005966336,0.00002922727,0.00007397796,0.000002208171,0.00004919925,0.01123556],"genre_scores_gemma":[0.9972666,0.00001778028,0.001084326,0.000189133,0.0003487288,0.000004274988,0.000007354358,0.000004463013,0.001077344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1826553,"threshold_uncertainty_score":0.2245245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01852952788418153,"score_gpt":0.323739907697555,"score_spread":0.3052103798133735,"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."}}