{"id":"W4401129352","doi":"10.5771/9781475869231-193","title":"Appendix C","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; 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":[0.001651965,0.0003902403,0.0003633509,0.0003161771,0.0006021762,0.0002198835,0.0001211365,0.0002839476,0.00107594],"category_scores_gemma":[0.0001424942,0.0003755188,0.0001233005,0.00001179954,0.00007339176,0.00006642541,0.0001797312,0.008580323,0.05294821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009143697,"about_ca_system_score_gemma":0.00002675236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008127974,"about_ca_topic_score_gemma":0.000006104827,"domain_scores_codex":[0.9985639,0.0001114462,0.0002223432,0.0005489093,0.0002761111,0.0002772422],"domain_scores_gemma":[0.9993418,0.0001976463,0.0001344841,0.0002046348,0.00001182115,0.0001096299],"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":[0.00001847331,0.000006388244,0.00004123337,0.0003093338,0.0002988321,0.000244832,0.006377686,0.000167425,0.0002440023,0.8457512,0.01988737,0.1266532],"study_design_scores_gemma":[0.0000892856,0.00004855236,0.000005051673,0.000947953,0.000153582,0.00009355591,0.0001408656,0.0005409581,6.306681e-7,0.009157808,0.9883988,0.0004229232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006770379,0.005205779,0.000032265,0.00006816281,0.0002104521,0.00009220103,0.00001364815,0.001246116,0.9924543],"genre_scores_gemma":[0.03843499,0.00003520813,0.0003235916,0.00003609526,0.000575655,0.000002199629,0.0001566034,0.0004148411,0.9600208],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9685115,"threshold_uncertainty_score":0.9998697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01915203585499262,"score_gpt":0.2640515259756669,"score_spread":0.2448994901206743,"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."}}