{"id":"W2132227433","doi":"10.1177/0162243913516808","title":"Personal Names","year":2014,"lang":"en","type":"article","venue":"Science Technology & Human Values","topic":"Race, Genetics, and Society","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Personhood; Sociology; Subjectivity; Context (archaeology); Biopower; Identity (music); Aesthetics; Epistemology; History; Politics; Law; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003080121,0.0005618439,0.0004208748,0.001753674,0.004421372,0.007902845,0.001314913,0.002462523,0.115838],"category_scores_gemma":[0.01087932,0.0002544918,0.0004070125,0.002857815,0.003784118,0.009360165,0.005059964,0.002958851,0.06148138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002034941,"about_ca_system_score_gemma":0.002422934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003117661,"about_ca_topic_score_gemma":0.005861731,"domain_scores_codex":[0.9941185,0.00236722,0.0003749885,0.0007996254,0.001806692,0.0005331492],"domain_scores_gemma":[0.9951618,0.001276405,0.0004048725,0.001398276,0.001279316,0.0004793085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002463755,0.00001235089,0.0004161173,0.0001575433,0.000004508708,0.0001281533,0.008524111,0.00003558366,0.0002176615,0.5592921,0.3518195,0.07936767],"study_design_scores_gemma":[5.261537e-7,0.000002054029,0.00008291506,0.00003526431,6.625201e-7,0.00007629756,0.0004993813,0.000007353728,0.00002908356,0.004246769,0.995017,0.000002733319],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00172869,0.003159888,0.00622733,0.01038498,0.004063793,0.00007131379,0.0007446595,0.0003632509,0.9732562],"genre_scores_gemma":[0.05935871,0.005102277,0.00587843,0.00812998,0.002435017,0.0001924905,0.001321953,0.0005925456,0.9169886],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9955786,"threshold_uncertainty_score":0.3875167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008417501304723223,"score_gpt":0.2726127000958972,"score_spread":0.2641951987911739,"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."}}