{"id":"W3134013291","doi":"10.29173/iasl7894","title":"Engaging readers through choice","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Preference; Passion; Taste; Subject (documents); Psychology; Pedagogy; Social psychology; Computer science; World Wide Web; Linguistics","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":[0.0003593874,0.0001671465,0.0001863396,0.0000533916,0.0001784861,0.0003832306,0.0006907095,0.00007836274,0.00005759583],"category_scores_gemma":[0.001202296,0.00016255,0.00005865159,0.0005372444,0.00007163614,0.001679011,0.000264823,0.0003150479,0.00006010245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003746724,"about_ca_system_score_gemma":0.0005083129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004395584,"about_ca_topic_score_gemma":0.000003874514,"domain_scores_codex":[0.9984476,0.00003038716,0.0002194031,0.0005570198,0.0003594885,0.0003861306],"domain_scores_gemma":[0.9980345,0.0002186992,0.00009719934,0.0002081027,0.001281189,0.0001602516],"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":[0.00000533606,0.0001993155,0.007425276,0.0001325863,0.00004477272,0.00002486856,0.5748248,0.000001083332,0.003628789,0.3070277,0.01354784,0.0931377],"study_design_scores_gemma":[0.001048716,0.0001930261,0.01801674,0.0004466983,0.00004610516,0.0003013612,0.2720525,0.002892188,0.07214225,0.1517893,0.479629,0.001442149],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6629969,0.0007611566,0.2607296,0.04517446,0.002242894,0.0002945301,0.00001222692,0.0006489101,0.02713924],"genre_scores_gemma":[0.5682152,0.0000799753,0.427119,0.002598017,0.0003328868,0.0000367935,0.000003758026,0.00001165221,0.00160276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4660811,"threshold_uncertainty_score":0.6628597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07125060457440846,"score_gpt":0.3369034526534649,"score_spread":0.2656528480790564,"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."}}