{"id":"W4407811746","doi":"10.1080/1358684x.2024.2439872","title":"Style and Cynicism: Reading and Writing Hardboiled Detective Fiction in Secondary English","year":2025,"lang":"en","type":"article","venue":"Changing English","topic":"Themes in Literature Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Cynicism; Reading (process); Style (visual arts); Psychology; Linguistics; Literature; Art; Philosophy; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004274659,0.0006670614,0.0004180643,0.002287437,0.01038842,0.01157057,0.001314828,0.001275286,0.002078765],"category_scores_gemma":[0.01555945,0.0002619669,0.0002854434,0.001075111,0.01570167,0.002195321,0.004822734,0.002988758,0.0002769135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01045142,"about_ca_system_score_gemma":0.00746148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06014426,"about_ca_topic_score_gemma":0.1380365,"domain_scores_codex":[0.9960523,0.001980809,0.0001159733,0.000280496,0.001126682,0.0004437273],"domain_scores_gemma":[0.9891456,0.007365547,0.001122986,0.0003926267,0.001135194,0.0008379699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001813114,0.000030433,0.00374136,0.00006437881,0.000004984447,0.0004051763,0.98106,0.00004820596,0.001219866,0.003682597,0.0006495036,0.009075509],"study_design_scores_gemma":[0.000007881641,0.00008276555,0.01825148,0.0002465055,0.00001718288,0.0006212042,0.9345917,0.000410898,0.002226104,0.00363753,0.03986812,0.00003864086],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485245,0.0005407021,0.001713502,0.002095863,0.00009033601,0.00005351961,0.00002327831,0.00003408307,0.04692423],"genre_scores_gemma":[0.9939028,0.0002801738,0.0006959918,0.0002041037,0.00002423406,0.0000136695,0.00001503557,0.00002814108,0.004835912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06014426,"threshold_uncertainty_score":0.1195883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007735841434221749,"score_gpt":0.2148382266341898,"score_spread":0.207102385199968,"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."}}