{"id":"W7105737027","doi":"10.48694/jcls.4168","title":"Towards a Perspectival Moral History of the Novel Using LLMs","year":2025,"lang":"","type":"article","venue":"TUjournals","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Narrative; Inference; Situated; Interpretation (philosophy); Expression (computer science); Plot (graphics); Value (mathematics); Moral disengagement","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002583426,0.0001745472,0.000463831,0.0002457323,0.0004948708,0.00006102136,0.0006639506,0.0001120131,0.001570828],"category_scores_gemma":[0.0006752776,0.0001304475,0.0007227067,0.001291418,0.0007034263,0.0001738773,0.0002051515,0.000371544,0.000003469489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001630568,"about_ca_system_score_gemma":0.003882947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003738047,"about_ca_topic_score_gemma":0.0001355303,"domain_scores_codex":[0.9971952,0.0007337659,0.0006367143,0.0002606096,0.0008606408,0.0003131114],"domain_scores_gemma":[0.998216,0.0002967787,0.000572707,0.0002324536,0.000582607,0.00009950592],"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":[0.0002373028,0.002152948,0.01421071,0.0002137981,0.003327562,0.00001983829,0.1710648,0.02563763,0.03970033,0.5550532,0.0147615,0.1736203],"study_design_scores_gemma":[0.003854846,0.0001852085,0.1564121,0.002543585,0.004758163,0.00007691338,0.05986552,0.1801573,0.002625757,0.3485473,0.2392574,0.00171592],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5103379,0.02915018,0.09831166,0.01977941,0.01369719,0.0005964728,0.00002539957,0.00003940232,0.3280624],"genre_scores_gemma":[0.9679556,0.000132374,0.005616018,0.0003442397,0.0004680173,0.000001262527,1.580235e-7,0.000008429131,0.02547384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4576177,"threshold_uncertainty_score":0.9993418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1477507565428851,"score_gpt":0.411033725306541,"score_spread":0.263282968763656,"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."}}