{"id":"W7043118272","doi":"","title":"RUHUMAN: The Typewriter Art of Keith Armstrong","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Exposition (narrative); Painting; Performance art","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":["insufficient_payload"],"category_scores_codex":[0.00003537073,0.00008351626,0.00008534094,0.00003987559,0.00009852719,0.0002212262,0.0001412753,0.00002365065,0.635998],"category_scores_gemma":[0.00003377445,0.00005080907,0.00008460108,0.00002601775,0.00002489713,0.000114005,0.00003452187,0.0001073942,0.01177238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008366815,"about_ca_system_score_gemma":0.00002706375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007453885,"about_ca_topic_score_gemma":0.00008804466,"domain_scores_codex":[0.9995095,0.00001437055,0.0001173078,0.0001174538,0.0001179153,0.000123499],"domain_scores_gemma":[0.9996252,0.0001038283,0.00002399964,0.0001739673,0.00005098739,0.00002199578],"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":[0.000002635409,0.000009409773,0.000001410803,0.0001025724,0.00001870645,0.000007306792,0.00502644,0.000001567804,0.00000637569,0.01542465,0.9777141,0.001684883],"study_design_scores_gemma":[0.0000385802,0.00002880663,0.00008537521,0.0005107397,0.000009871019,0.000002086243,0.0004692842,0.0001607363,0.00006253534,0.0004053832,0.9981532,0.00007346547],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0009025772,0.00300158,0.000002103467,0.0005106006,0.0005281253,0.0002778338,0.09963826,0.0002424513,0.8948964],"genre_scores_gemma":[0.8616202,0.000004156195,0.000006059694,0.0003702843,0.001539556,0.0000790213,0.01130093,0.00003426228,0.1250455],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8607177,"threshold_uncertainty_score":0.988997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07792309872094408,"score_gpt":0.2469493188705019,"score_spread":0.1690262201495579,"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."}}