{"id":"W4394854511","doi":"10.1049/pbse024e_ch2","title":"Consensus mechanisms","year":2024,"lang":"en","type":"book-chapter","venue":"Institution of Engineering and Technology eBooks","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007567677,0.0002202795,0.0002407629,0.001053328,0.00005471804,0.00003899132,0.00009191184,0.0005195417,0.00002022934],"category_scores_gemma":[0.00002227082,0.00022124,0.00003669782,0.00008894248,0.0001942309,0.00006001249,0.00009452175,0.0003398168,0.00005497267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001564293,"about_ca_system_score_gemma":0.00002644679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001088166,"about_ca_topic_score_gemma":0.000003497355,"domain_scores_codex":[0.9992983,1.951461e-7,0.000270281,0.0002231071,0.0000890441,0.0001191267],"domain_scores_gemma":[0.99953,0.000006186436,0.0001344646,0.0001596985,0.0001653288,0.000004381912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000345342,0.000002265168,0.000001494752,0.0004156735,0.00004453932,0.00002220894,0.000001092589,0.00006028666,0.00168196,0.9944662,0.0000964799,0.003204295],"study_design_scores_gemma":[0.0001915982,0.00001525379,0.000005334634,0.0008237281,0.0001260552,0.00003762684,0.00000633329,0.002077706,0.0009524201,0.5519125,0.4435099,0.0003415376],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001598512,0.0005509828,0.001972871,0.0006221368,0.001168482,0.0002073613,0.000008792052,0.0009299003,0.992941],"genre_scores_gemma":[0.9282433,0.00001872134,0.0006834727,0.0000806459,0.0003422606,0.00001619486,0.00002899252,0.00006217974,0.07052421],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9266448,"threshold_uncertainty_score":0.9021906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01230483741482194,"score_gpt":0.1848584300249692,"score_spread":0.1725535926101472,"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."}}