{"id":"W4411038777","doi":"10.1017/9781108556828.010","title":"Fidelity of Concepts and Register","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Philosophy and Theoretical Science","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Register (sociolinguistics); Fidelity; Computer science; Philosophy; Linguistics; Telecommunications","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":[0.002802475,0.0005387135,0.0004878329,0.001386112,0.002891733,0.008144419,0.0009706698,0.00146651,0.01558936],"category_scores_gemma":[0.009989812,0.0003041864,0.000387141,0.001374066,0.02456632,0.01414324,0.004416583,0.004331901,0.002927818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004361038,"about_ca_system_score_gemma":0.002820934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001764009,"about_ca_topic_score_gemma":0.001229705,"domain_scores_codex":[0.9961908,0.001918396,0.0001478499,0.0005604593,0.0008696096,0.000312829],"domain_scores_gemma":[0.9969262,0.001912329,0.0001920176,0.0005332165,0.0003231562,0.000112993],"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":[0.000006708915,0.000004851112,0.00008246219,0.00003239905,0.00000105122,0.00002415943,0.006037434,0.00004502909,0.0001016168,0.9838262,0.001710604,0.0081276],"study_design_scores_gemma":[0.00000838191,0.00003806266,0.0005646389,0.0002785405,0.000005930551,0.0002935077,0.007688726,0.0003003099,0.0005518459,0.533852,0.4564019,0.00001618595],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01734271,0.004702277,0.02738185,0.007070036,0.0009047717,0.00008158791,0.00007622706,0.0001414824,0.9422991],"genre_scores_gemma":[0.8193955,0.005088998,0.01059189,0.002749897,0.00100098,0.0002473098,0.0002310844,0.0005702401,0.160124],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01558936,"threshold_uncertainty_score":0.05215162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010860317704392,"score_gpt":0.2662313898466145,"score_spread":0.2361227866695706,"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."}}