{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005342073,0.00008737978,0.0001563947,0.00005175422,0.0002060372,0.0001779446,0.0001287236,0.00007616048,0.0001501571],"category_scores_gemma":[0.0009719788,0.00009046122,0.00002307572,0.0002807622,0.000186094,0.000336905,0.00008597881,0.0001295382,0.00001730345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005565069,"about_ca_system_score_gemma":0.0006701669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001010617,"about_ca_topic_score_gemma":0.00004165743,"domain_scores_codex":[0.9989892,0.00002160082,0.0002102017,0.0002272155,0.0003000632,0.0002517125],"domain_scores_gemma":[0.9986662,0.00009250756,0.00006910251,0.00003575447,0.001012722,0.0001237274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003491963,0.00002118828,0.01239159,0.00006740628,0.00001172988,0.000001992458,0.6488429,1.802973e-8,0.0003828846,0.3288896,0.0003622742,0.009024937],"study_design_scores_gemma":[0.0001876712,0.00002298361,0.00876364,0.0005402705,0.0000183205,0.00001047297,0.8435884,0.00001654998,0.005970553,0.1007755,0.03977321,0.0003325391],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9398196,0.000099535,0.0009823709,0.01173966,0.00019871,0.0000872182,0.000002747989,0.00004753143,0.04702266],"genre_scores_gemma":[0.9870149,0.0001551449,0.0104944,0.000602799,0.00008134424,0.000003684951,0.000001474757,0.000005967241,0.001640278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2281142,"threshold_uncertainty_score":0.3688902,"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."}}