{"id":"W2603775804","doi":"10.1080/0163853x.2017.1289794","title":"Can Differences in Word Frequency Explain Why Narrative Fiction Is a Better Predictor of Verbal Ability than Nonfiction?","year":2017,"lang":"en","type":"article","venue":"Discourse Processes","topic":"Reading and Literacy Development","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Narrative; Reading (process); Linguistics; Psychology; Word lists by frequency; Word (group theory); Nonverbal communication; Communication; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001537736,0.000362324,0.0003114063,0.002315638,0.0003939047,0.001145559,0.0003733154,0.0006722279,0.005805669],"category_scores_gemma":[0.02206844,0.0001592238,0.0002650493,0.001344211,0.001476917,0.00112817,0.0004594559,0.0004984073,0.00082791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000163162,"about_ca_system_score_gemma":0.0002072322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001101891,"about_ca_topic_score_gemma":0.001347496,"domain_scores_codex":[0.9991313,0.000283131,0.0001193873,0.0002363224,0.0001543072,0.00007557562],"domain_scores_gemma":[0.9774303,0.01560262,0.00416513,0.001279805,0.0008073425,0.0007147741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002500166,0.0001376606,0.9676238,0.0001491885,0.0001383968,0.0002977456,0.004696191,0.00009258091,0.004545331,0.0005738097,0.000299065,0.02119613],"study_design_scores_gemma":[0.000005309723,0.0001108564,0.9965408,0.00003089866,0.0000313405,0.0002662124,0.001091686,0.0001580721,0.0006118966,0.0007007719,0.0004446568,0.000007450072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961511,0.0004095385,0.0005560622,0.0002187268,0.00002078866,0.00001159542,0.0001289591,0.0000106447,0.002492476],"genre_scores_gemma":[0.9990115,0.0001217676,0.0003561626,0.00003249048,0.00001902287,0.000008939272,0.000119291,0.000008270157,0.0003224669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005805669,"threshold_uncertainty_score":0.01942188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02724032560779614,"score_gpt":0.327350322701455,"score_spread":0.3001099970936588,"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."}}