{"id":"W4408372040","doi":"10.5771/9781610484282-261","title":"APPENDIX B","year":2011,"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; Biology","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":[0.001746843,0.0003926362,0.0003980623,0.0002455227,0.0007987771,0.00007588507,0.0001564741,0.0003176199,0.002565117],"category_scores_gemma":[0.0002019416,0.0003910226,0.0001047564,0.00000706619,0.00009429958,0.00008776728,0.0001461878,0.006393619,0.02291769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005799274,"about_ca_system_score_gemma":0.00002633948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002300033,"about_ca_topic_score_gemma":0.000008121976,"domain_scores_codex":[0.9985362,0.0002217678,0.000231147,0.0004769701,0.0002285592,0.000305338],"domain_scores_gemma":[0.9991617,0.0001516644,0.000282932,0.000254484,0.00001776454,0.0001315226],"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":[0.00006311137,0.00002053048,0.0004314174,0.0001415346,0.0003040037,0.000123143,0.01589112,0.00003995243,0.0002502633,0.5639119,0.01353689,0.4052861],"study_design_scores_gemma":[0.0001658096,0.00007336349,0.00005203196,0.0003763207,0.0000964532,0.00006410738,0.00007742617,0.00005233577,0.000001317941,0.004495047,0.9940688,0.0004769806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001077279,0.001315704,0.0001341966,0.00001231053,0.0001023408,0.00009709797,0.000006754821,0.0007032581,0.996551],"genre_scores_gemma":[0.07622885,0.00003521152,0.0006963682,0.00004047129,0.0003303217,0.000001999167,0.0001175108,0.0003296291,0.9222196],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9805319,"threshold_uncertainty_score":0.9998541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03009441061302219,"score_gpt":0.2518775495253595,"score_spread":0.2217831389123373,"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."}}