{"id":"W4412929084","doi":"10.1093/9780198956303.003.0001","title":"Introduction","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Contemporary Literature and Criticism","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Philosophy","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008159019,0.0007528132,0.0004564412,0.001336819,0.002235428,0.005839847,0.001572467,0.002520612,0.3730856],"category_scores_gemma":[0.003086679,0.0002293206,0.0004411642,0.001125255,0.001198034,0.003350478,0.002768558,0.002454702,0.1726448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002496345,"about_ca_system_score_gemma":0.001894016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002382374,"about_ca_topic_score_gemma":0.001850501,"domain_scores_codex":[0.99888,0.0001851451,0.00005607826,0.0002920824,0.0004628648,0.0001238894],"domain_scores_gemma":[0.9988216,0.0002303927,0.00005757242,0.0001608324,0.0005536517,0.000175929],"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":[0.00005178486,0.00005153587,0.0003807982,0.0003565401,0.000004428142,0.0002126059,0.001400499,0.0001939731,0.0004371305,0.211886,0.6697794,0.1152454],"study_design_scores_gemma":[0.00000152253,0.000006867466,0.0001457183,0.0001274932,6.47719e-7,0.00006320507,0.0001702225,0.00002137691,0.00005435259,0.005386775,0.9940189,0.000002776573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001244987,0.004414498,0.002932034,0.01166219,0.007486501,0.0001142375,0.002335096,0.0004299566,0.9693804],"genre_scores_gemma":[0.02429734,0.005359984,0.002624864,0.004528412,0.003839901,0.0001950115,0.003581372,0.0003868854,0.9551862],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6269144,"threshold_uncertainty_score":0.8942174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01610486203191567,"score_gpt":0.1944078147663661,"score_spread":0.1783029527344505,"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."}}