{"id":"W4401129842","doi":"10.5771/9781475869231-179","title":"Appendix A","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; Geology","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":[0.001635847,0.0003884114,0.000367133,0.0003271998,0.0005798177,0.0002224659,0.0001176829,0.0002770055,0.0009897101],"category_scores_gemma":[0.0001498271,0.0003726764,0.000126342,0.00001241591,0.00007155684,0.0000638116,0.0001799603,0.008479141,0.04824219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009208188,"about_ca_system_score_gemma":0.00002885272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008962045,"about_ca_topic_score_gemma":0.000007009395,"domain_scores_codex":[0.9985682,0.0001126182,0.0002197832,0.0005494353,0.0002727146,0.0002772299],"domain_scores_gemma":[0.9993483,0.0001951736,0.0001338336,0.0002011875,0.00001164387,0.0001098822],"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":[0.00002256754,0.000007291817,0.00003832996,0.0003456585,0.0003331312,0.0002942936,0.008324655,0.0001466771,0.0002457772,0.8433502,0.01827496,0.1286165],"study_design_scores_gemma":[0.00009660996,0.00005268008,0.000004373378,0.001059709,0.0001599205,0.0001102952,0.0001519806,0.0006347279,4.876586e-7,0.00904163,0.9882682,0.0004194029],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007192266,0.005181001,0.0000343716,0.00006903848,0.0001799007,0.0000985404,0.00001372477,0.001243053,0.9924611],"genre_scores_gemma":[0.03955892,0.00003132012,0.00034275,0.00003725002,0.0005307142,0.00000268548,0.0001373828,0.0004086842,0.9589503],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9699932,"threshold_uncertainty_score":0.9999235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01914904730942582,"score_gpt":0.264292012544277,"score_spread":0.2451429652348512,"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."}}