{"id":"W1598766813","doi":"","title":"Ethel Wilson and sophistication","year":2011,"lang":"en","type":"article","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sophistication; Theme (computing); Narrative; Context (archaeology); Connotation; Subject (documents); Aesthetics; Innocence; Realism; Construct (python library); Sociology; Literature; History; Art; Psychoanalysis; Psychology; Philosophy; Computer science","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.000426217,0.0001429217,0.0002363129,0.0002479309,0.003360657,0.00004575583,0.0006917067,0.0002127333,0.0004327057],"category_scores_gemma":[0.0000404798,0.0001961599,0.0001605478,0.0003083074,0.006855806,0.0006556298,0.0000932594,0.0002825956,0.00002458133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004134471,"about_ca_system_score_gemma":0.001806464,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2033567,"about_ca_topic_score_gemma":0.1378186,"domain_scores_codex":[0.9985607,0.0001761044,0.0001860974,0.0003425389,0.00047878,0.0002557746],"domain_scores_gemma":[0.9987668,0.00007505701,0.0003004734,0.0003175682,0.0003109747,0.0002291379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002783908,0.0003229014,0.002043586,0.0001019465,0.0001793438,0.0002566554,0.0486626,0.00003064641,0.004082444,0.9388983,0.0006776969,0.004465555],"study_design_scores_gemma":[0.002861768,0.0006660806,0.4365551,0.0004610963,0.0008041523,0.000161577,0.3106681,0.0002340293,0.0006966346,0.02100303,0.2244973,0.001391128],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6839742,0.0003783978,0.001647213,0.0005044168,0.0002917308,0.0003406078,0.00009921303,0.0000680481,0.3126962],"genre_scores_gemma":[0.9932346,0.0006839132,0.001320951,0.00001094148,0.00005653264,7.711608e-8,0.00000583615,0.000005431293,0.004681766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9178952,"threshold_uncertainty_score":0.9979368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02102364223318814,"score_gpt":0.1782114001174999,"score_spread":0.1571877578843118,"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."}}