{"id":"W4401128396","doi":"10.5771/9781475869231-183","title":"Appendix B","year":2024,"lang":"en","type":"book-chapter","venue":"Teaching and Learning","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Appendix; Computer science; Biology; Paleontology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001652155,0.0003902401,0.000363299,0.000316352,0.0006021418,0.0002199332,0.0001211578,0.0002839505,0.001094012],"category_scores_gemma":[0.0001425283,0.0003756191,0.0001233016,0.00001180233,0.00007339415,0.00006641661,0.0001797382,0.008580472,0.05304866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009144832,"about_ca_system_score_gemma":0.00002675189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008326536,"about_ca_topic_score_gemma":0.000006234005,"domain_scores_codex":[0.9985638,0.0001115447,0.0002223587,0.0005489027,0.0002761114,0.0002772611],"domain_scores_gemma":[0.9993417,0.0001976451,0.000134488,0.000204645,0.00001182595,0.0001096652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001859879,0.000006406713,0.00004244728,0.000309948,0.0002998593,0.0002456692,0.00642972,0.0001687371,0.0002323349,0.8473249,0.01988188,0.1250395],"study_design_scores_gemma":[0.00008915186,0.00004861039,0.000005124727,0.0009467648,0.0001536096,0.0000935517,0.0001392354,0.0005464724,6.279101e-7,0.008910515,0.9886432,0.0004231957],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006759659,0.005193126,0.00003331466,0.00006879379,0.0002105233,0.00009224852,0.00001364602,0.00124589,0.9924665],"genre_scores_gemma":[0.0399474,0.00003497698,0.0003190046,0.00003633674,0.000577128,0.000002198233,0.000156364,0.000414319,0.9585122],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9687613,"threshold_uncertainty_score":0.9998696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01914097712918084,"score_gpt":0.2639065147257578,"score_spread":0.2447655375965769,"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."}}