{"id":"W3206918580","doi":"10.24385/lincoln.25162250","title":"The Nature of Writing – A Theory of Grapholinguistics [book cover]","year":2024,"lang":"en","type":"article","venue":"Lincoln Repository (University of Lincoln)","topic":"Digital Communication and Language","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Canto; Art; Cover (algebra); Art history; Publishing; Literature; Classics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005433738,0.0001006896,0.0002010336,0.0001143353,0.0002355728,0.00007076269,0.001508901,0.0001309072,0.000008326247],"category_scores_gemma":[0.00008729,0.00009372395,0.0002013271,0.0004811599,0.0003334275,0.0002888689,0.0005218493,0.0003184437,0.000005142416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003649313,"about_ca_system_score_gemma":0.0002093959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003867533,"about_ca_topic_score_gemma":0.00001078793,"domain_scores_codex":[0.998924,0.0001571267,0.0002710412,0.0002060272,0.0003093397,0.0001325161],"domain_scores_gemma":[0.9976975,0.000900776,0.0002568465,0.0008188612,0.0002688657,0.00005711037],"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":[0.00007123408,0.0001428651,0.0002947981,0.0002820408,0.0001556977,0.0001419094,0.003958554,0.00008593452,0.001655661,0.9783299,0.001129199,0.0137522],"study_design_scores_gemma":[0.001758069,0.0009572551,0.007533623,0.00249375,0.0003528478,0.0002066837,0.01646023,0.06187736,0.02264021,0.03760433,0.8469859,0.001129771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08627464,0.04231136,0.06949157,0.001077028,0.00190042,0.0007934844,0.00006796375,0.0004967557,0.7975868],"genre_scores_gemma":[0.9901637,0.0001714216,0.003994755,0.00005141964,0.00003345638,3.073738e-7,0.000002233534,0.000007226406,0.005575465],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9407256,"threshold_uncertainty_score":0.3821951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005676817978042005,"score_gpt":0.2094005507150846,"score_spread":0.2037237327370426,"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."}}