{"id":"W4252473846","doi":"10.1515/9781474469258-002","title":"Variety of Purpose in James Hogg’s Manuscript of The Three Perils of Man","year":2012,"lang":"en","type":"book-chapter","venue":"Edinburgh University Press eBooks","topic":"Contemporary Literature and Criticism","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"York University; Yale University","keywords":"Variety (cybernetics); Art; History; Computer science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001311672,0.0002508278,0.00054927,0.0001631043,0.00008101912,0.00001902695,0.0005338785,0.0002118571,0.0008215907],"category_scores_gemma":[0.000004591951,0.0002116508,0.0003244633,0.000005663003,0.0007429615,0.0001613843,0.0003044339,0.0003613551,3.071987e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002974901,"about_ca_system_score_gemma":0.00006459162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006807215,"about_ca_topic_score_gemma":0.0004465671,"domain_scores_codex":[0.9989449,0.00002666754,0.0003473422,0.0002046109,0.000297208,0.0001793088],"domain_scores_gemma":[0.9988151,0.00005897105,0.0003696006,0.0005041019,0.0002032696,0.00004891046],"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":[0.0001037375,0.0000391978,0.0000346988,0.0001769617,0.0001199233,0.00001271361,0.02072417,1.925088e-7,0.00004816309,0.9694281,0.008266312,0.001045794],"study_design_scores_gemma":[0.0003933205,0.00006175157,0.00003592783,0.0005379837,0.0001961912,0.000001216654,0.0009390402,0.000002019067,0.0003905646,0.005149983,0.9920885,0.0002034823],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001258282,0.001289012,0.000005564702,0.00003651715,0.0006245959,0.0003643004,0.000372345,0.00001387397,0.9960355],"genre_scores_gemma":[0.2822064,0.0000296563,0.000008879363,0.00002808822,0.0002289351,5.509168e-7,0.00001032859,0.00001571963,0.7174715],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9838222,"threshold_uncertainty_score":0.8995842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03769513360158684,"score_gpt":0.1837182512605237,"score_spread":0.1460231176589368,"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."}}