{"id":"W2994617407","doi":"10.7202/1065102ar","title":"README. WRITING NOTES","year":2019,"lang":"en","type":"article","venue":"Surfaces","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Temporality; Literature; Computer science; Linguistics; Art; Philosophy; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.000137681,0.00009660705,0.0001186161,0.00003235989,0.0001692127,0.0007335758,0.0001373942,0.00002093897,0.009526044],"category_scores_gemma":[0.00002078739,0.00008093361,0.00005354636,0.00001324103,0.00008404213,0.000619308,0.00003968428,0.00009386442,0.002130379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000988807,"about_ca_system_score_gemma":0.00001062906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001336018,"about_ca_topic_score_gemma":0.0003661467,"domain_scores_codex":[0.9993501,0.00001445856,0.0001411244,0.0001444295,0.0001453918,0.0002045019],"domain_scores_gemma":[0.9995951,0.000122263,0.00004052017,0.0001489442,0.00005859725,0.00003458435],"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":[0.00001236944,0.00003753853,0.01124957,0.00005583161,0.00002495427,0.000005272531,0.0129133,0.0000169443,0.0001461499,0.9687938,0.002393327,0.00435096],"study_design_scores_gemma":[0.0002331559,0.0001217271,0.001783259,0.00007711777,0.000008891806,0.000001838547,0.01484938,0.00004955434,0.000351657,0.0124457,0.9697421,0.000335573],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5469545,0.0001627004,1.463088e-7,0.0001022282,0.0003086892,0.00004783241,0.00001325383,0.00006425083,0.4523464],"genre_scores_gemma":[0.9315102,0.000006037341,0.00002033796,0.0002483769,0.0002223367,0.000002193162,0.00001104982,0.00001449182,0.06796495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9673488,"threshold_uncertainty_score":0.9986466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05093996452098642,"score_gpt":0.2365468084031144,"score_spread":0.1856068438821279,"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."}}