{"id":"W4322152985","doi":"10.1353/bio.2022.0042","title":"Editor's Note","year":2022,"lang":"en","type":"article","venue":"Biography","topic":"Autobiographical and Biographical Writing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biography; China; George (robot); History; Relevance (law); Realm; Classics; Art history; Media studies; Sociology; Law; Political science; Archaeology","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001961346,0.0001501393,0.0001476913,0.0006297798,0.001386628,0.0001186238,0.0002984997,0.00003086034,0.005589955],"category_scores_gemma":[0.000006161764,0.0001281315,0.0004945754,0.0006187754,0.0004155744,0.00008751888,0.0001723637,0.0003142122,0.00003859859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000742247,"about_ca_system_score_gemma":0.000008924563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002369599,"about_ca_topic_score_gemma":0.00006377814,"domain_scores_codex":[0.9987144,0.00006743417,0.0002182656,0.000282592,0.0003786761,0.0003385928],"domain_scores_gemma":[0.999534,0.00005692896,0.00007175406,0.0001904367,0.00004638331,0.0001005226],"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":[0.00005495772,0.0004698576,0.007410348,0.00002154785,0.0001165633,0.00002207089,0.002311964,0.000003585393,0.0003151545,0.5577878,0.4238966,0.007589574],"study_design_scores_gemma":[0.0001711582,0.0001745099,0.0008150414,0.000003416697,0.0000196247,0.00000190284,0.0009975554,0.00002171428,0.0000135618,0.006212299,0.991347,0.0002222138],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1967059,0.005374428,0.0004247539,0.02165897,0.07531962,0.001764107,0.002644862,0.004274958,0.6918324],"genre_scores_gemma":[0.9905772,0.00002374446,0.0001131534,0.001518338,0.007018913,0.00008646009,0.00005232289,0.00001948922,0.0005903842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7938713,"threshold_uncertainty_score":0.9999135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150188791067401,"score_gpt":0.2011394355597502,"score_spread":0.1896375476490762,"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."}}