{"id":"W7123820933","doi":"10.7551/mitpress/15301.003.0011","title":"Bibliography","year":2025,"lang":"en","type":"book-chapter","venue":"The MIT Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"York University; Canadian Institute for Advanced Research; University of Cambridge; National Science Foundation; Yale University; University of Oxford; American Society for Engineering Education; Harvard University","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003830473,0.0006858514,0.0005706288,0.01037558,0.0002185198,0.0001936493,0.001578701,0.000472411,0.0002606696],"category_scores_gemma":[0.00001050286,0.0004879979,0.000670968,0.0002553197,0.0005609744,0.00003729314,0.0006664356,0.0009908217,0.001660929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001821192,"about_ca_system_score_gemma":0.00005241061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002650753,"about_ca_topic_score_gemma":0.0000458959,"domain_scores_codex":[0.9977551,0.0000753058,0.0004472368,0.0006119214,0.000644199,0.0004662155],"domain_scores_gemma":[0.9970044,0.0002399808,0.0003406395,0.002137513,0.0001706123,0.0001068301],"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":[0.00005667431,0.000005377276,8.221559e-7,0.00006197111,0.0006547261,0.00001660408,0.00006819647,0.000001293945,0.00008357508,0.3761044,0.6201829,0.002763407],"study_design_scores_gemma":[0.0002624032,0.00002336491,0.00000579965,0.0004142981,0.0007551781,0.000006769484,0.000001434619,0.000007283331,0.0006143618,0.04982235,0.9476114,0.0004753532],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002130914,0.005647006,0.00001855918,0.00002873498,0.0004227855,0.0009818593,0.0007277717,0.0006196662,0.9915515],"genre_scores_gemma":[0.0001557551,0.000829484,0.00006122349,0.0003065979,0.0003559616,0.00009944061,0.00003939746,0.0003041371,0.997848],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3274285,"threshold_uncertainty_score":0.9997572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04033281649000194,"score_gpt":0.2569807208461909,"score_spread":0.216647904356189,"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."}}