{"id":"W4409576512","doi":"10.61091/jcmcc127a-124","title":"Criticism of Narrative Ethics in Chinese New Century Literature: a Cluster Analysis of AI Perspectives","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Criticism; Narrative; Cluster (spacecraft); Sociology; Literature; Art; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.004456809,0.0001951593,0.00120364,0.001165124,0.0002306271,0.0001193034,0.0003613343,0.0002341129,0.00001386307],"category_scores_gemma":[0.004167982,0.0001676535,0.0004448607,0.003562545,0.0002340104,0.0002100241,0.0001356588,0.0007771143,7.500732e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001105399,"about_ca_system_score_gemma":0.0007626192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002152857,"about_ca_topic_score_gemma":0.00004791221,"domain_scores_codex":[0.9966635,0.0007619718,0.001341341,0.0001875679,0.0008310433,0.0002146029],"domain_scores_gemma":[0.993015,0.003912597,0.001008275,0.0001465741,0.001799493,0.000118053],"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":[0.0001067151,0.0005068415,0.001987967,0.0001374885,0.0007739692,0.000004363558,0.1629745,0.0003477898,0.00007763686,0.8324003,0.00004566294,0.0006367497],"study_design_scores_gemma":[0.002555335,0.0001826279,0.002499421,0.0008115318,0.0007058835,0.000001731648,0.01960044,0.006134592,0.00006274734,0.9670661,0.0002051835,0.0001744161],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701504,0.002703853,0.01808533,0.002485989,0.004928485,0.0002333734,0.000003586906,0.00001107373,0.001397882],"genre_scores_gemma":[0.9937155,0.0001718625,0.005609302,0.00005194527,0.0004191379,5.266209e-7,0.000001199448,0.000007766647,0.00002281936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1433741,"threshold_uncertainty_score":0.683671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693656135965707,"score_gpt":0.3764775188315306,"score_spread":0.3595409574718735,"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."}}