{"id":"W4366261644","doi":"10.7551/mitpress/13999.003.0013","title":"References","year":2023,"lang":"en","type":"book-chapter","venue":"The MIT Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Oxford; York University","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004733646,0.0005414254,0.0004863889,0.0001239272,0.0001934552,0.0001303266,0.001390242,0.000392756,0.0002618698],"category_scores_gemma":[0.00003042522,0.0003551638,0.0002385305,0.000005656715,0.0004656013,0.0000277756,0.000600237,0.0008616615,0.02119898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005571011,"about_ca_system_score_gemma":0.00007413758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002811214,"about_ca_topic_score_gemma":0.0002571778,"domain_scores_codex":[0.9978631,0.00007090655,0.0003903181,0.0005387804,0.0007114194,0.0004255256],"domain_scores_gemma":[0.9976606,0.0002758913,0.0003528111,0.001506126,0.0001084033,0.0000961146],"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":[0.00005341636,0.00000287547,1.791753e-7,0.00004735727,0.0004089232,0.00004244956,0.0006468241,0.00000322348,0.0001218061,0.9161536,0.07497417,0.007545214],"study_design_scores_gemma":[0.0001383833,0.00002929938,0.000004709295,0.000281689,0.0003078408,0.000007991707,0.00000693112,0.00000939121,0.0003905426,0.1146074,0.8837923,0.0004234748],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001506,0.000671258,0.000001625128,0.00002797788,0.0004820397,0.0006147737,0.0004861614,0.001016356,0.9966847],"genre_scores_gemma":[0.0008396255,0.00005381043,0.00001751805,0.00006867192,0.0005471463,0.00008434416,0.00004688053,0.0005079889,0.997834],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8088182,"threshold_uncertainty_score":0.99989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1547294523721273,"score_gpt":0.2844177181311411,"score_spread":0.1296882657590138,"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."}}