{"id":"W4408369385","doi":"10.5771/9781610484282-295","title":"APPENDIX C","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":[0.001746642,0.0003926363,0.0003981192,0.0002453869,0.0007988226,0.00007586793,0.0001564466,0.0003176167,0.002522806],"category_scores_gemma":[0.0002018932,0.0003909181,0.0001047555,0.000007064518,0.00009429651,0.00008777891,0.0001461821,0.006393507,0.02287291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005798553,"about_ca_system_score_gemma":0.00002633994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002245192,"about_ca_topic_score_gemma":0.000007953677,"domain_scores_codex":[0.9985365,0.000221572,0.0002311309,0.0004769759,0.0002285589,0.0003053172],"domain_scores_gemma":[0.9991617,0.0001516653,0.0002829239,0.0002544713,0.00001775733,0.0001314802],"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":[0.00006244071,0.00002039134,0.0004174435,0.0001407023,0.0003017788,0.000122244,0.01570104,0.00003948689,0.0002618046,0.5608547,0.01348792,0.40859],"study_design_scores_gemma":[0.0001661084,0.000073298,0.00005130571,0.0003769068,0.00009646494,0.00006412958,0.00007835636,0.00005182302,0.000001324128,0.004621785,0.9939417,0.0004768171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001079035,0.001318985,0.0001299748,0.00001219817,0.0001023108,0.00009705241,0.000006756182,0.0007034178,0.9965503],"genre_scores_gemma":[0.07356244,0.00003549847,0.0007074595,0.00004026387,0.0003299826,0.000002003498,0.0001178709,0.0003305497,0.9248739],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9804538,"threshold_uncertainty_score":0.9998543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010185065072626,"score_gpt":0.2520306916052856,"score_spread":0.2219288409545594,"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."}}