{"id":"W4401312768","doi":"10.18260/1-2--48398","title":"Board 97: Work-in-Progress: TextCraft: Automated Resource Recommendation for Custom Textbook Creation","year":2024,"lang":"en","type":"article","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Work (physics); Resource (disambiguation); Software engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005499587,0.0001200337,0.0001138227,0.000267981,0.0001266803,0.0008275493,0.0003339074,0.00007156713,0.000379464],"category_scores_gemma":[0.00005894048,0.0001098181,0.00005251269,0.0007554241,0.00002205595,0.0007695121,0.00008537123,0.0001507367,0.0007077247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259299,"about_ca_system_score_gemma":0.00009474026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002162273,"about_ca_topic_score_gemma":0.00001086832,"domain_scores_codex":[0.9988448,0.00008616666,0.0002672933,0.0004175925,0.000132037,0.0002520867],"domain_scores_gemma":[0.9994023,0.0001992254,0.00005127324,0.0002181446,0.00005857204,0.00007049667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002353705,0.0000975746,0.001283709,0.00005729707,0.0000202117,0.0000029541,0.003266182,0.0002922442,0.00005999556,0.04471975,0.2165192,0.7336574],"study_design_scores_gemma":[0.000191483,0.00004683611,0.001620086,0.00009305586,0.000004832007,0.000002609487,0.0005769117,0.3469474,0.0001774077,0.000277172,0.6499038,0.0001583703],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01097129,0.0005684573,0.3802908,0.1276661,0.003386244,0.002414675,0.000004376305,0.01050762,0.4641904],"genre_scores_gemma":[0.7984784,0.0000195718,0.1135981,0.0009832361,0.0002390262,0.0003171481,0.000122611,0.00004380929,0.08619808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7875071,"threshold_uncertainty_score":0.9096605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036267719516891,"score_gpt":0.3143868210037341,"score_spread":0.2940241438085652,"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."}}