{"id":"W4410876482","doi":"10.20360/langandlit29757","title":"Beyond Plot, Character, and Theme:","year":2025,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Modern American Literature Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Plot (graphics); Character (mathematics); Theme (computing); Sociology; Linguistics; History; Geography; Computer science; Philosophy; Mathematics; World Wide Web; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003712041,0.0004444511,0.0003687169,0.001689891,0.005228321,0.01003458,0.0008049894,0.001369025,0.00277316],"category_scores_gemma":[0.006848894,0.000172474,0.0003253914,0.001248797,0.02964833,0.01454693,0.004604857,0.003604909,0.0004650191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002194383,"about_ca_system_score_gemma":0.001784145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001612265,"about_ca_topic_score_gemma":0.002434697,"domain_scores_codex":[0.9953113,0.003610281,0.00007294153,0.0002335418,0.0005386351,0.0002332465],"domain_scores_gemma":[0.9953392,0.002974353,0.0004686209,0.0003493267,0.0004569595,0.0004116522],"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":[0.00006693016,0.00002322013,0.002900097,0.000160524,0.000009866259,0.0003650739,0.3656637,0.00009952119,0.0007566578,0.6009511,0.001849863,0.0271535],"study_design_scores_gemma":[0.0000327868,0.0001682057,0.003330198,0.0009774753,0.00003056576,0.002040528,0.3113798,0.001126325,0.00187396,0.4047557,0.2742452,0.00003932139],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3295001,0.01284242,0.08705372,0.0257457,0.001721972,0.00008199622,0.00006576653,0.000174977,0.5428134],"genre_scores_gemma":[0.9874551,0.001244198,0.002950909,0.0004604878,0.0001893417,0.00002983439,0.00001655957,0.00007769405,0.007575926],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01003458,"threshold_uncertainty_score":0.01963139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00591560231652447,"score_gpt":0.2411049271157654,"score_spread":0.2351893247992409,"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."}}