{"id":"W2129652230","doi":"10.29173/cmplct8826","title":"A Review of “The Wisdom of Crowds,” by James Surowiecki.","year":2009,"lang":"en","type":"review","venue":"Complicity An International Journal of Complexity and Education","topic":"Appreciative Inquiry and Organizational Change","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crowds; Computer science; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005362997,0.0002120389,0.0008699659,0.0002396536,0.00008445748,0.00006839882,0.0009247234,0.00008816431,0.0001644766],"category_scores_gemma":[0.0003474313,0.0001592254,0.0003045551,0.000370154,0.0002386721,0.0008069011,0.0001450996,0.0002567156,0.000004125358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006827592,"about_ca_system_score_gemma":0.0002619331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000876216,"about_ca_topic_score_gemma":0.000006118259,"domain_scores_codex":[0.9981576,0.00009026562,0.001037977,0.0001533533,0.0004666464,0.00009415071],"domain_scores_gemma":[0.9950226,0.00009920647,0.002948145,0.0001860175,0.001722248,0.00002181382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006213792,0.001771425,0.0008069761,0.06606156,0.0005148062,8.120841e-7,0.0001704253,0.000001859601,0.00001625031,0.1097682,0.1454566,0.675369],"study_design_scores_gemma":[0.000114626,0.00002483017,0.0009925893,0.03838234,0.0002867367,0.00003167187,0.00003626207,0.000006296903,0.000009101398,0.007630534,0.9523377,0.0001473265],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007235984,0.9956065,0.0002212224,0.00090489,0.001368989,0.0002882585,0.00006314099,0.000005831356,0.0008175945],"genre_scores_gemma":[0.0007005553,0.9947443,0.0001684046,0.002471424,0.001579517,0.000003592586,0.0002411812,0.00001608419,0.00007491191],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8068811,"threshold_uncertainty_score":0.6493023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1151159767226445,"score_gpt":0.3659896741627241,"score_spread":0.2508736974400796,"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."}}