{"id":"W4410843496","doi":"10.31234/osf.io/fzhw3_v1","title":"What makes a novel timeless?","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Authorship Attribution and Profiling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; York University","keywords":"Timeless; Computer science; Neuroscience; Psychology; Circadian rhythm","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001224178,0.0002555104,0.0003113164,0.001539686,0.001412805,0.003585624,0.0006130113,0.0007385697,0.005964715],"category_scores_gemma":[0.01576468,0.0002852477,0.0003002177,0.0019135,0.002113033,0.007751271,0.0008602742,0.001061916,0.001454988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009677933,"about_ca_system_score_gemma":0.0004966744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209667,"about_ca_topic_score_gemma":0.001851885,"domain_scores_codex":[0.9990762,0.0001612417,0.0000840963,0.000380091,0.0002399518,0.00005832207],"domain_scores_gemma":[0.9927397,0.002948733,0.00213848,0.0009959301,0.0006575809,0.0005195242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001915851,0.0003150105,0.3306259,0.001340711,0.000294321,0.006519444,0.02524319,0.002870047,0.01877522,0.08384556,0.05629576,0.471959],"study_design_scores_gemma":[0.0000812295,0.0003657308,0.3336699,0.0008375264,0.0002582442,0.01392151,0.02342429,0.01940998,0.01706035,0.1163014,0.474447,0.0002228895],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9270927,0.003447937,0.01118052,0.006784549,0.001573413,0.0000432215,0.003417837,0.0003582814,0.04610159],"genre_scores_gemma":[0.9843481,0.001346497,0.004624343,0.0004851245,0.0004244023,0.00002115416,0.001920772,0.0001635658,0.006666017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005964715,"threshold_uncertainty_score":0.01995403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05882943373229568,"score_gpt":0.32436641826445,"score_spread":0.2655369845321544,"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."}}