{"id":"W7160860605","doi":"10.1386/btwo_00121_2","title":"Preface: ‘A great and sudden change’","year":2025,"lang":"en","type":"article","venue":"Book 2 0","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Existentialism; Context (archaeology); Work (physics); Meaning (existential); Creative writing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000471163,0.000079424,0.00008835858,0.00005232114,0.000202087,0.0004518904,0.00007534234,0.00002010517,0.001916635],"category_scores_gemma":[0.000007217678,0.00006708008,0.00002862585,0.000008521159,0.0001266151,0.0004743828,0.00005804419,0.00006051213,0.00006895083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009952892,"about_ca_system_score_gemma":0.000009842441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008675445,"about_ca_topic_score_gemma":0.0004663952,"domain_scores_codex":[0.9996023,0.000008539812,0.0000827083,0.0001157788,0.00006169277,0.0001290473],"domain_scores_gemma":[0.9997945,0.00002325118,0.00001562984,0.0001079398,0.00002911199,0.00002956204],"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":[0.000008012748,0.00001137054,0.0003011573,0.0000313549,0.00001557509,0.00000381117,0.00598552,1.269112e-8,0.000001521924,0.9363323,0.04670298,0.01060633],"study_design_scores_gemma":[0.0001254553,0.0000275461,0.0009402151,0.0000416791,0.00001073295,7.722871e-7,0.0008395866,0.000002704869,0.00001372994,0.01077591,0.9871421,0.00007959161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0468759,0.002863801,6.625665e-7,0.0005552249,0.0002620705,0.0001356924,0.00001879915,0.00007032731,0.9492175],"genre_scores_gemma":[0.4568537,0.0000537497,0.000003249899,0.002380307,0.0002466775,0.00002365599,0.000005625856,0.000006500235,0.5404266],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9404391,"threshold_uncertainty_score":0.9989957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06499660379330821,"score_gpt":0.2406439522681142,"score_spread":0.175647348474806,"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."}}