{"id":"W3142547114","doi":"10.29173/iasl7489","title":"Ditching Dewey and Developing a Love of Reading","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Presentation (obstetrics); Dewey Decimal Classification; Incentive; Process (computing); Decimal; Computer science; Library science; Political science; Law; Library classification; Arithmetic; Mathematics; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01092972,0.0005281563,0.0006106587,0.001357573,0.01979466,0.01226488,0.001222322,0.003387326,0.009722349],"category_scores_gemma":[0.01882601,0.0005650484,0.0004113802,0.0006918309,0.0316284,0.01438537,0.01435364,0.01204654,0.003040739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005771347,"about_ca_system_score_gemma":0.006025286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003839679,"about_ca_topic_score_gemma":0.007965351,"domain_scores_codex":[0.9847014,0.01083949,0.0002422126,0.0007810225,0.002123774,0.001312219],"domain_scores_gemma":[0.9871287,0.004792326,0.00109693,0.001210529,0.002955347,0.002816231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003762143,0.0001395318,0.001831129,0.0001055989,0.000009635152,0.001032672,0.601556,0.00008106562,0.001173093,0.3015643,0.05007618,0.04239317],"study_design_scores_gemma":[0.00001333463,0.00009555588,0.0009958729,0.0002412503,0.000008056744,0.0009300522,0.2491092,0.0001495847,0.00112156,0.05652604,0.6907542,0.0000552294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1710261,0.008098704,0.03075912,0.1598946,0.00379302,0.0002027523,0.00005327564,0.0004998876,0.6256726],"genre_scores_gemma":[0.7324361,0.00251386,0.01042987,0.01924298,0.000444985,0.0001637481,0.00004628636,0.0004363253,0.2342859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01979466,"threshold_uncertainty_score":0.05780256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03872879596124953,"score_gpt":0.3311477763608946,"score_spread":0.2924189803996451,"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."}}