{"id":"W4233150609","doi":"10.7771/2380-176x.7078","title":"Reading in a Digital Age: Issues and Opportunities--Part Two","year":2015,"lang":"en","type":"article","venue":"Against the grain","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Reading (process); Computer science; Multimedia; Psychology; Linguistics; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002787814,0.000268185,0.0003805041,0.001896794,0.003906424,0.00937416,0.0007676807,0.002847431,0.01716656],"category_scores_gemma":[0.007643417,0.0001470873,0.0004537171,0.002364901,0.004809545,0.01273653,0.005095291,0.002495328,0.001109086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001953057,"about_ca_system_score_gemma":0.002354675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003271056,"about_ca_topic_score_gemma":0.006226855,"domain_scores_codex":[0.9983228,0.0007108871,0.0001072474,0.0001462637,0.0003748106,0.0003380561],"domain_scores_gemma":[0.9931206,0.004365875,0.0005386991,0.0003051314,0.000705037,0.0009646546],"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":[0.0002907546,0.001251913,0.03463559,0.002121154,0.00002306878,0.001771312,0.09155077,0.00008326431,0.0010842,0.2308573,0.07575305,0.5605777],"study_design_scores_gemma":[0.00003958786,0.0003613401,0.1064162,0.004454051,0.00007022214,0.004382656,0.2209639,0.0001359396,0.001610492,0.05773887,0.6037707,0.00005611201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.2110827,0.1678355,0.001521969,0.1910675,0.004543622,0.000102332,0.0001919476,0.00004430742,0.4236102],"genre_scores_gemma":[0.8269116,0.09192656,0.001202894,0.01074537,0.003545974,0.0001548788,0.0001237693,0.00004437799,0.06534467],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01716656,"threshold_uncertainty_score":0.05742782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1283362476830073,"score_gpt":0.3491208204845287,"score_spread":0.2207845728015214,"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."}}