{"id":"W4249183353","doi":"10.1353/bio.2018.0053","title":"Editor's Note","year":2018,"lang":"en","type":"article","venue":"Biography","topic":"Music History and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biography; Audience measurement; Theme (computing); Musical; History; Politics; Lyrics; Media studies; Art history; Literature; Sociology; Art; Political science; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003524428,0.00006217624,0.00005227362,0.00007087678,0.0003575228,0.00004720392,0.00008342858,0.00002984926,0.0124655],"category_scores_gemma":[0.000002283813,0.00004714693,0.00009016334,0.00004617914,0.0003890527,0.00007118141,0.000008619272,0.000044667,0.0007198285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000031517,"about_ca_system_score_gemma":0.000005352628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004583285,"about_ca_topic_score_gemma":0.0007156616,"domain_scores_codex":[0.9996439,0.000009563102,0.00006054033,0.0001010803,0.00007959134,0.0001053054],"domain_scores_gemma":[0.9997565,0.00000442614,0.00002175474,0.0001192754,0.0000613623,0.00003673982],"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":[0.000004324596,0.00001650264,0.00003438954,0.00000271034,0.000008396555,5.579507e-7,0.01196817,4.469039e-9,0.00007691351,0.06234482,0.9249023,0.0006409289],"study_design_scores_gemma":[0.00006007298,0.00005573895,0.00008578081,0.000004981428,0.000007648821,2.294315e-7,0.0003317741,9.638165e-7,0.00005622556,0.0006118158,0.9987051,0.00007964578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007127188,0.0002277126,0.00004625606,0.0001696852,0.02664169,0.00007220142,0.00003231857,0.0001737093,0.9655092],"genre_scores_gemma":[0.8492134,0.000004447517,0.0001509907,0.002096309,0.1273205,0.00001143139,0.00001575063,0.00001486731,0.02117241],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9443368,"threshold_uncertainty_score":0.9884372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308560713295922,"score_gpt":0.2039637157622461,"score_spread":0.1908781086292869,"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."}}