{"id":"W3046517752","doi":"10.31235/osf.io/nhbq7","title":"Features of Timelessness: Intermediate Report on a Quest for Stylistic Features that Mark Literary Canonicity.","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Authorship Attribution and Profiling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; York University","funders":"","keywords":"Variation (astronomy); Literature; Vectorization (mathematics); Sentence; Linguistics; History; Computer science; Art; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001309343,0.0004512374,0.0007213989,0.0003759078,0.0001191506,0.0003280758,0.001683227,0.0005163722,0.00002297552],"category_scores_gemma":[0.0005382407,0.0003795138,0.0003626445,0.0002790637,0.00008714058,0.0001577908,0.001677034,0.0009076438,0.00002312869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001224365,"about_ca_system_score_gemma":0.0005826119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002786086,"about_ca_topic_score_gemma":0.000224617,"domain_scores_codex":[0.9969884,0.0001919665,0.0006365814,0.0011622,0.0005490482,0.0004718525],"domain_scores_gemma":[0.9965835,0.0007785162,0.0006794166,0.001513469,0.0002803742,0.0001646895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008805814,0.0007393974,0.006819753,0.007502601,0.001117311,0.002262846,0.007633404,0.001077972,0.0003425095,0.7296511,0.1222985,0.119674],"study_design_scores_gemma":[0.003596628,0.001794623,0.3601931,0.0129389,0.0005346488,0.000747662,0.0005905769,0.03215476,0.07579564,0.4616652,0.04285255,0.007135767],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01626604,0.002509354,0.9325657,0.004967092,0.01195808,0.003827248,0.001150624,0.002642832,0.02411305],"genre_scores_gemma":[0.9485973,0.0001144107,0.02065633,0.000531387,0.0003510687,0.0003069574,0.0008937145,0.00006614987,0.02848274],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9323312,"threshold_uncertainty_score":0.9998657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05514652870199569,"score_gpt":0.327507193753362,"score_spread":0.2723606650513663,"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."}}