{"id":"W2272351350","doi":"10.1177/1529100615623267","title":"So Much to Read, So Little Time","year":2016,"lang":"en","type":"review","venue":"Gothic.net","topic":"Reading and Literacy Development","field":"Psychology","cited_by":304,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Psychology; Data science; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008458022,0.0006372472,0.001652656,0.000356099,0.0001676392,0.00019355,0.0007747863,0.0007834551,0.02036985],"category_scores_gemma":[0.0001254437,0.0004484581,0.0004000611,0.0003544179,0.0001437202,0.00005538419,0.000180961,0.0006044596,0.1693808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002040697,"about_ca_system_score_gemma":0.0004216805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001159434,"about_ca_topic_score_gemma":0.00000460823,"domain_scores_codex":[0.9965007,0.0004414938,0.0009176725,0.001005873,0.0003287046,0.0008055436],"domain_scores_gemma":[0.997508,0.0004653935,0.0003235345,0.001298321,0.00008034143,0.000324418],"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":[0.000006314674,0.00003541322,0.000001562363,0.0007603155,0.0001648382,0.0000376852,0.001010846,9.584372e-9,2.698246e-7,0.001063685,0.3168061,0.680113],"study_design_scores_gemma":[0.0001775452,0.00006775449,0.00001230364,0.008781249,0.0001222041,0.0001105617,0.00001298885,9.768289e-8,4.428732e-7,0.0001601368,0.9899334,0.0006213073],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003723671,0.8768564,0.00006338718,0.0005615646,0.001995888,0.0007240826,0.0002249717,0.0001946042,0.1193753],"genre_scores_gemma":[8.768055e-7,0.6278395,0.0005537285,0.0007326451,0.0008692603,0.0002894637,0.0002156346,0.0001179512,0.3693809],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6794916,"threshold_uncertainty_score":0.9997967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04049874541706119,"score_gpt":0.3757345169852721,"score_spread":0.3352357715682109,"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."}}