{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003363859,0.001063286,0.0007662139,0.00186455,0.003327146,0.009113594,0.001291625,0.002843553,0.04207748],"category_scores_gemma":[0.01640746,0.0004778841,0.000485265,0.001455883,0.002783481,0.006298151,0.002403704,0.01014823,0.02138211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002561777,"about_ca_system_score_gemma":0.002458566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002699467,"about_ca_topic_score_gemma":0.005200035,"domain_scores_codex":[0.9976262,0.0006976475,0.0001034645,0.0002977861,0.001113824,0.0001609722],"domain_scores_gemma":[0.9886696,0.003928517,0.0005093373,0.0005761941,0.005092007,0.001224223],"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":[0.000007531139,0.000003461185,0.00002837418,0.00003166609,8.552747e-7,0.0000193888,0.0001405462,0.00001373055,0.0000394977,0.003713534,0.9900805,0.005920899],"study_design_scores_gemma":[0.000001775695,0.000007007196,0.0001122419,0.00008143958,9.834521e-7,0.0000447666,0.0002102598,0.00002778208,0.00003634597,0.001529456,0.9979425,0.000005525641],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0005583708,0.02177667,0.001350273,0.1670986,0.7400303,0.00005728881,0.0001734183,0.000299965,0.06865515],"genre_scores_gemma":[0.01193677,0.01411607,0.001668453,0.07969628,0.4257574,0.0001414059,0.0004209368,0.0009077238,0.4653549],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04207748,"threshold_uncertainty_score":0.1407632,"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."}}