{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004635972,0.001225094,0.001053045,0.002163184,0.00235661,0.004810581,0.004367793,0.003249027,0.03519419],"category_scores_gemma":[0.009237376,0.0008401769,0.001180552,0.002120005,0.002696225,0.007230127,0.005153476,0.002446541,0.01209458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001997771,"about_ca_system_score_gemma":0.00225365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007134006,"about_ca_topic_score_gemma":0.0005146008,"domain_scores_codex":[0.9958096,0.001016274,0.0004191649,0.001011935,0.001315677,0.0004274466],"domain_scores_gemma":[0.9955574,0.001410782,0.0004667514,0.001329203,0.0009804914,0.0002553908],"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":[0.0000435875,0.00003704211,0.00007825589,0.0003758773,0.00004445401,0.00008549952,0.0002522789,0.003185639,0.001008618,0.9332481,0.01770378,0.04393681],"study_design_scores_gemma":[0.0001079875,0.00007401978,0.00008449164,0.0003400532,0.00004351523,0.000285099,0.0001119659,0.01086021,0.002518016,0.5945309,0.3909978,0.00004587357],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00710137,0.01174042,0.6433657,0.005058954,0.002810797,0.001401071,0.001072579,0.003850096,0.3235989],"genre_scores_gemma":[0.3205357,0.01549116,0.3716846,0.003263462,0.002167383,0.003892401,0.002743678,0.00102677,0.2791948],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03519419,"threshold_uncertainty_score":0.1177363,"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."}}