{"id":"W3146651044","doi":"10.29173/iasl7685","title":"WorldReaders","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Reading (process); Social media; Resource (disambiguation); Computer science; World Wide Web; Social network (sociolinguistics); Sociology; Knowledge management; Public relations; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001837136,0.0001028434,0.0001369666,0.00007672254,0.0002740743,0.0002795983,0.000263138,0.0001288862,0.0005305107],"category_scores_gemma":[0.0005710086,0.0001077619,0.00004374612,0.0005366931,0.0003030796,0.000561755,0.000111161,0.0001527251,0.0001929877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004535079,"about_ca_system_score_gemma":0.0004451855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007306159,"about_ca_topic_score_gemma":0.0002261913,"domain_scores_codex":[0.9988917,0.000007377382,0.0001479356,0.0002837449,0.0002945102,0.0003747773],"domain_scores_gemma":[0.9989981,0.00002805526,0.00005020464,0.00005611051,0.0007438607,0.0001236495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001272158,0.00007841567,0.02974969,0.00001592405,0.00002425345,0.00002565337,0.332969,2.567265e-8,0.0001433875,0.5643149,0.03006274,0.04260325],"study_design_scores_gemma":[0.0002625189,0.00002624619,0.005471699,0.00004708775,0.000008766508,0.00001186479,0.4172371,0.000004059883,0.002453849,0.05610335,0.5180163,0.0003570907],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5496483,0.00008908236,0.0000673324,0.01228082,0.0001765754,0.00009223414,0.000004794957,0.0003553912,0.4372854],"genre_scores_gemma":[0.9779611,0.00007204693,0.0005059582,0.0006137625,0.0001105425,0.000009737338,0.0000049044,0.000007101426,0.0207148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5082116,"threshold_uncertainty_score":0.5808721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03349025522708032,"score_gpt":0.2904237166408756,"score_spread":0.2569334614137953,"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."}}