{"id":"W7022422025","doi":"","title":"Afterword","year":2022,"lang":"en","type":"other","venue":"eScholarship (California Digital Library)","topic":"Holomorphic and Operator Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Accountability; Diversity (politics); Inclusion (mineral); Commission; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":["insufficient_payload"],"category_scores_codex":[0.0002205349,0.0006651602,0.0006985822,0.0003728148,0.000135559,0.0007764422,0.001053014,0.0004700729,0.2280529],"category_scores_gemma":[0.0003237769,0.0006121614,0.0003475162,0.0004144837,0.0001416902,0.0007216355,0.0007978275,0.00118516,0.01317261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005977743,"about_ca_system_score_gemma":0.0001512781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001612333,"about_ca_topic_score_gemma":0.00000167617,"domain_scores_codex":[0.997345,0.0001976777,0.0005142872,0.0007175356,0.0006190476,0.0006064987],"domain_scores_gemma":[0.9980385,0.000246602,0.0002923321,0.001056016,0.00001094575,0.0003556512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004374067,0.0001949956,0.002730966,0.0001791676,0.000124612,0.0002219415,0.00001321904,5.138308e-8,0.000001523605,0.02873589,0.9659449,0.001808989],"study_design_scores_gemma":[0.0003503409,0.00005016531,0.00001003292,0.0001303476,0.00004289639,0.00002289734,0.00003425277,8.614063e-7,0.00002377582,0.08091235,0.917739,0.0006831091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009031576,0.0008087828,0.00006118015,0.0001963184,0.0003386654,0.000543396,0.01407778,0.002058555,0.9810122],"genre_scores_gemma":[0.004638599,0.00004888412,0.001744629,0.001088116,0.0007100825,0.0001318504,0.00222053,0.002624257,0.986793],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2148803,"threshold_uncertainty_score":0.999633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089767469168827,"score_gpt":0.2377505658379381,"score_spread":0.2168528911462498,"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."}}