{"id":"W4399263664","doi":"10.1007/978-3-031-56000-2_1","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"Material modernisms","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Computer science","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006972664,0.0003324167,0.0002918667,0.0001170699,0.0001733489,0.002447828,0.0001783164,0.0001484674,0.0910584],"category_scores_gemma":[0.000002103096,0.0002930533,0.000158327,0.000001633089,0.000210702,0.000301202,0.0001108857,0.000250448,0.008003775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006162276,"about_ca_system_score_gemma":0.00001860097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000023317,"about_ca_topic_score_gemma":0.000111259,"domain_scores_codex":[0.9988806,0.000003895726,0.0002879231,0.000387079,0.0002345652,0.0002059822],"domain_scores_gemma":[0.9995177,0.000006414293,0.00007795027,0.0002803029,0.0000654203,0.0000521507],"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":[0.00002466368,0.000005529406,5.351438e-9,0.00009333918,0.00005060777,0.00002290161,0.001612535,8.145868e-7,0.00002040437,0.9407345,0.05632611,0.001108568],"study_design_scores_gemma":[0.00002768608,0.00004687984,3.035284e-8,0.00005005662,0.00004160904,0.000004752917,0.00003975391,0.000002807606,0.00002942425,0.391798,0.607747,0.0002120079],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002418646,0.0001666486,0.000002066954,0.0004670288,0.01233626,0.0001561401,0.0006752052,0.0003178261,0.9856369],"genre_scores_gemma":[0.01937425,0.00001935953,0.000005439612,0.0001303225,0.01952138,0.00001242316,0.0004596336,0.0001317688,0.9603454],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5514209,"threshold_uncertainty_score":0.9999521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04444656911423977,"score_gpt":0.208924925073213,"score_spread":0.1644783559589733,"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."}}