{"id":"W4399792986","doi":"10.1111/1467-9817.12461","title":"Children's reading outcomes in digital and print mediums: A systematic review","year":2024,"lang":"en","type":"review","venue":"Journal of Research in Reading","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Reading (process); Linguistics","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005260488,0.0003196903,0.00251757,0.003740721,0.00006232296,0.001881262,0.001402762,0.0001381776,0.000002018776],"category_scores_gemma":[0.002496631,0.0001947344,0.0003436764,0.003444268,0.00006547132,0.002132924,0.0009470098,0.001495554,0.00002872231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000359644,"about_ca_system_score_gemma":0.0007994549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003514864,"about_ca_topic_score_gemma":7.481695e-7,"domain_scores_codex":[0.995469,0.000363911,0.001942696,0.0004045879,0.001322599,0.0004972133],"domain_scores_gemma":[0.9973694,0.001361647,0.0005592564,0.0003475717,0.0001282735,0.0002338673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002549283,0.00005330799,0.0005609808,0.866116,0.0002303427,0.000832284,0.0002619614,1.858104e-7,2.635784e-8,0.001835738,0.000751222,0.1293554],"study_design_scores_gemma":[0.0001019904,0.00007906039,0.00001762712,0.9625743,0.00007029304,0.0009922924,0.00002731247,0.00002375998,2.386121e-7,0.001020916,0.03486843,0.0002237974],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003362067,0.9965788,0.00004564822,0.000303525,0.0002025201,0.001129873,0.000002488159,0.00002434386,0.001679236],"genre_scores_gemma":[0.00010153,0.9979631,0.0005066748,0.00002286012,0.00008384776,0.00005393548,0.000001343972,0.00002514521,0.00124154],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1291316,"threshold_uncertainty_score":0.9991549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08772311407033755,"score_gpt":0.4059699753334924,"score_spread":0.3182468612631549,"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."}}