{"id":"W2765136063","doi":"10.1080/0163853x.2017.1381059","title":"Being Sad Is Not Always Bad: The Influence of Affect on Expository Text Comprehension","year":2017,"lang":"en","type":"article","venue":"Discourse Processes","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Science Foundation","keywords":"Psychology; Comprehension; Valence (chemistry); Reading comprehension; Mood; Affect (linguistics); Cognitive psychology; Social psychology; Reading (process); Linguistics; Communication","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":[0.0001235738,0.0001384231,0.0001643042,0.00002970462,0.0005490846,0.00009533495,0.0005971861,0.00006615619,0.0001094911],"category_scores_gemma":[0.0001575804,0.00008792367,0.00004886662,0.00004976485,0.0004383043,0.0001847871,0.00007310511,0.0001319187,0.00009183549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001168093,"about_ca_system_score_gemma":0.00009539251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000361881,"about_ca_topic_score_gemma":0.00003153194,"domain_scores_codex":[0.9991553,0.00004284462,0.0001699931,0.0002451569,0.0001872403,0.0001994885],"domain_scores_gemma":[0.998624,0.0003529949,0.0002448207,0.0006105845,0.0001350997,0.00003247074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001465556,0.002459672,0.5929055,0.002202536,0.0007318703,0.00006720352,0.07201891,0.001876535,0.02277301,0.2027317,0.07656537,0.02420221],"study_design_scores_gemma":[0.0002079014,0.0001687501,0.9814703,0.0002306002,0.0000320947,0.000008147505,0.00652311,0.000002570066,0.007260021,0.001751929,0.002189404,0.0001551522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653246,0.0004837883,0.000005351093,0.003890175,0.0004093036,0.0001549682,0.00001237056,0.00002518053,0.02969429],"genre_scores_gemma":[0.9983069,0.00007736256,0.000024804,0.0004442876,0.0001700653,0.00005157391,0.000003642244,0.00001218168,0.0009092106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3885649,"threshold_uncertainty_score":0.4223171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04973546694126523,"score_gpt":0.3868730904584946,"score_spread":0.3371376235172294,"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."}}