{"id":"W4406755916","doi":"10.1093/oxfordhb/9780192866035.013.28","title":"Negotiating Nonconformity","year":2025,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Literature: history, themes, analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Nonconformity; Negotiation; Psychology; Political science; Engineering; Law; Operations management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01499235,0.0005626533,0.0004472609,0.0009597551,0.006965692,0.008846615,0.002240915,0.003436147,0.01974348],"category_scores_gemma":[0.02671896,0.0004008344,0.0003214089,0.0008469163,0.03487259,0.01292954,0.01088621,0.008150213,0.001750611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007816706,"about_ca_system_score_gemma":0.008708556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004482759,"about_ca_topic_score_gemma":0.004768189,"domain_scores_codex":[0.9868034,0.006937137,0.0004052316,0.00177351,0.002858176,0.001222561],"domain_scores_gemma":[0.9863046,0.007812403,0.0009155182,0.002326572,0.001768335,0.0008725486],"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":[0.000008969783,0.00001502046,0.0001516563,0.00002069084,0.000002027259,0.0001280944,0.01260795,0.0001281208,0.0001745201,0.9773967,0.002636856,0.006729439],"study_design_scores_gemma":[0.00001725533,0.00004153932,0.0003558675,0.0002028114,0.00000717086,0.0002119668,0.01138372,0.0009836061,0.0006975739,0.7441375,0.2419392,0.00002183945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04198111,0.001018043,0.03073113,0.0154345,0.0003422661,0.00009830944,0.00003085618,0.00009833719,0.9102654],"genre_scores_gemma":[0.9308928,0.000357976,0.003014178,0.002102072,0.0001926905,0.00007619856,0.00003904943,0.0001233832,0.06320169],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01974348,"threshold_uncertainty_score":0.07928801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0211115101251343,"score_gpt":0.1800854322154401,"score_spread":0.1589739220903058,"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."}}