{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001287693,0.0007239732,0.0004628003,0.002878088,0.001771471,0.00523671,0.001117468,0.0008761049,0.3312891],"category_scores_gemma":[0.004788584,0.0004926189,0.0003791792,0.002513811,0.0005710166,0.004990167,0.002855186,0.001092154,0.1424536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005052829,"about_ca_system_score_gemma":0.001512846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001765065,"about_ca_topic_score_gemma":0.006472474,"domain_scores_codex":[0.9990656,0.0001618865,0.00004619567,0.0002066892,0.0004038936,0.0001157469],"domain_scores_gemma":[0.9969249,0.0007831063,0.0001648863,0.0006517445,0.0007566093,0.0007188661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000209559,0.0001641068,0.001797348,0.000421023,0.00001257218,0.000245307,0.00261584,0.00004981769,0.00277084,0.01148321,0.6785902,0.3016402],"study_design_scores_gemma":[0.00001548385,0.00002890155,0.0008616238,0.00005269201,0.000005169905,0.000115789,0.0004906101,0.00006059934,0.0008759393,0.0009804378,0.9964994,0.00001329813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01599952,0.0016133,0.01003073,0.001340697,0.0009781764,0.0004967452,0.01544993,0.0248433,0.9292476],"genre_scores_gemma":[0.03001542,0.001003135,0.01641175,0.0008290096,0.000282273,0.0004427456,0.01803224,0.006486293,0.926497],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3312891,"threshold_uncertainty_score":0.953835,"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."}}