{"id":"W2058545272","doi":"10.1371/journal.pone.0077463","title":"Language, Reading, and Math Learning Profiles in an Epidemiological Sample of School Age Children","year":2013,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Reading and Literacy Development","field":"Psychology","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Dyslexia; Reading (process); Learning disability; Psychology; Context (archaeology); Phonological awareness; Developmental psychology; Learning to read; Reading disability; Phonology; Cognitive psychology; Linguistics; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003756363,0.00009764489,0.0002839462,0.00009041091,0.00002889632,0.00001977399,0.00009550533,0.0000873695,0.0008933362],"category_scores_gemma":[0.0005795395,0.00007747236,0.00001649296,0.00007779657,0.00004432694,0.00008369428,0.00003743786,0.0002390211,0.0001320208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001446453,"about_ca_system_score_gemma":0.000006891827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001202069,"about_ca_topic_score_gemma":0.000008032186,"domain_scores_codex":[0.9989584,0.0002250126,0.0002683185,0.0002424116,0.00008920328,0.0002166207],"domain_scores_gemma":[0.9993969,0.0002392291,0.00008771457,0.0001641865,0.00002284682,0.00008911792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001368822,0.0004199767,0.9861301,0.0000204168,0.00005350483,0.000005564338,0.005469258,9.261582e-7,0.004177206,0.0008089314,0.0001589535,0.002741527],"study_design_scores_gemma":[0.0002562914,0.0001351758,0.9980272,0.0001084178,0.000009426803,0.000003054911,0.000526011,0.00007563024,0.0004219454,0.0003188365,0.00002086311,0.00009711807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974987,0.0001673414,0.00001611765,0.00008853845,0.00001266787,0.0002817931,0.000005298487,0.00005140484,0.001878148],"genre_scores_gemma":[0.9864756,0.0000180347,0.01172852,0.0001007657,0.00005039777,0.0000812342,0.00006316091,0.00001192838,0.001470319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01189718,"threshold_uncertainty_score":0.9781405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05561276885739314,"score_gpt":0.315864739733661,"score_spread":0.2602519708762679,"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."}}