{"id":"W4391176223","doi":"10.56367/oag-041-11237","title":"Sensory roles in reading skills: The print-to-speech model","year":2024,"lang":"en","type":"article","venue":"Open Access Government","topic":"Reading and Literacy Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Sensory system; Reading (process); Psychology; Communication; Computer science; Cognitive psychology; Linguistics","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008913586,0.0001823224,0.0001932971,0.00005856827,0.00008938689,0.001542936,0.001581009,0.00005978932,0.0008720775],"category_scores_gemma":[0.00003733215,0.000125485,0.00004455203,0.000292532,0.00002066192,0.0004746318,0.001225662,0.0002536806,0.0008132679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005449737,"about_ca_system_score_gemma":0.00005640982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003006866,"about_ca_topic_score_gemma":0.000103608,"domain_scores_codex":[0.9981496,0.0001009881,0.0003535276,0.0005499164,0.0004875973,0.0003584206],"domain_scores_gemma":[0.9991611,0.0001564457,0.00005337977,0.0005282749,0.00001361832,0.00008716297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002652183,0.0007313724,0.02599551,0.00009717471,0.0003673264,0.0006585848,0.05443683,0.004914847,0.001354152,0.07022885,0.162952,0.6779981],"study_design_scores_gemma":[0.0009509291,0.00007206672,0.09301776,0.0010732,0.00004559165,0.00007162296,0.003377535,0.01491895,0.004780432,0.003212755,0.8775641,0.0009150801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4557396,0.0002223952,0.001248449,0.005998931,0.0009745781,0.001096989,0.00004116405,0.00006981004,0.5346081],"genre_scores_gemma":[0.8844451,0.00003575001,0.001282483,0.001993826,0.00007850179,0.0003878541,0.000003545943,0.00003669583,0.1117362],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7146121,"threshold_uncertainty_score":0.9999647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0488534039728554,"score_gpt":0.4099886131372708,"score_spread":0.3611352091644153,"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."}}