{"id":"W4401551124","doi":"10.1080/10573569.2024.2389795","title":"Online Intervention to Prevent Summer Learning Loss For Struggling First Grade Writers","year":2024,"lang":"en","type":"article","venue":"Reading & Writing Quarterly","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Spelling; Handwriting; Fluency; Psychology; Intervention (counseling); Legibility; Multiple baseline design; Transcription (linguistics); Spell; Learning disability; Mathematics education; Developmental psychology; Linguistics; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.002177832,0.0001912967,0.0002224632,0.000287545,0.001104668,0.0008300519,0.0002276574,0.0001234528,0.00003776848],"category_scores_gemma":[0.0004903135,0.0002227629,0.0002281611,0.0004331042,0.00006995162,0.0003561125,0.00001659037,0.0003301109,0.00005017451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003089307,"about_ca_system_score_gemma":0.00009177158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001392903,"about_ca_topic_score_gemma":0.00132776,"domain_scores_codex":[0.9977875,0.0001994672,0.0005071573,0.0005251348,0.0003386781,0.000642101],"domain_scores_gemma":[0.9985799,0.0008254711,0.0001074113,0.0001430335,0.0001428811,0.000201271],"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":[0.00004330426,0.0007986818,0.004520663,0.001770258,0.0001726383,0.00003374088,0.2201064,0.0003243679,0.001992319,0.03644607,0.005225512,0.7285661],"study_design_scores_gemma":[0.001443734,0.002379724,0.004360673,0.02525246,0.000396845,0.00005032789,0.5301782,0.01411584,0.0009576862,0.007141289,0.4113837,0.002339571],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804887,0.0004377821,0.007350352,0.007864929,0.00119959,0.0006251414,0.00003300166,0.0008099367,0.001190632],"genre_scores_gemma":[0.9916635,0.00002523746,0.002915777,0.00008298559,0.002372321,0.0001054401,0.00009853639,0.00005612296,0.002680118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7262264,"threshold_uncertainty_score":0.9084009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03536453626448965,"score_gpt":0.3739479351578423,"score_spread":0.3385833988933526,"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."}}