{"id":"W4386648721","doi":"10.1007/978-3-031-41456-5","title":"Computational Collective Intelligence","year":2023,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Cognitive Computing and Networks","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National University of Computer and Emerging Sciences; Université de Technologie de Troyes; University of Carthage; Uniwersytet Śląski w Katowicach; Université Laval; Zachodniopomorski Uniwersytet Technologiczny w Szczecinie; Uniwersytet Morski w Gdyni; Eötvös Loránd Tudományegyetem; Universidad Complutense de Madrid; Silesian University of Technology; Universidad de Granada; National Taiwan University of Science and Technology; Université de Tunis; Univerzita Pardubice; Universitatea Politehnica Timisoara; Trakya Üniversitesi; Birmingham City University; Aristotle University of Thessaloniki; Yeungnam University; Universiti Teknologi Malaysia; Université de Pau et des Pays de l'Adour; Westfälische Wilhelms-Universität Münster; Euskal Herriko Unibertsitatea; Academia Româna; Università di Bologna; University of Jordan; University of Wollongong; Inha University; University of Ulsan; Cardiff University; Akademia Górniczo-Hutnicza im. Stanislawa Staszica; Vrije Universiteit Amsterdam; Bournemouth University; Universidad de Almería; Université Mohammed V de Rabat; Bharathiar University; Høgskulen på Vestlandet; University of Cyprus; Inyuvesi Yakwazulu-Natali; Universidad Autónoma de Madrid; Slovenská technická univerzita v Bratislave; Nanyang Technological University; South Asian University; Budapesti Műszaki és Gazdaságtudományi Egyetem; Slovenská Akadémia Vied; Politechnika Koszalińska; Swinburne University of Technology; University of Cape Town; National Taiwan University; Oklahoma State University; Université de Lorraine; University of Ottawa; Virginia Commonwealth University","keywords":"Computer science; Collective intelligence; Computational intelligence; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002977301,0.0005535959,0.0004854017,0.0007148894,0.0007069575,0.002091766,0.0004760269,0.0006045405,0.02520573],"category_scores_gemma":[0.0009867238,0.0002315632,0.0003030725,0.0009657518,0.001350381,0.002538545,0.001149349,0.001359712,0.007254796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000637419,"about_ca_system_score_gemma":0.0004256821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004504124,"about_ca_topic_score_gemma":0.0009616114,"domain_scores_codex":[0.999859,0.00003639966,0.000005383511,0.00002730421,0.00006020855,0.00001174193],"domain_scores_gemma":[0.9997153,0.0001143164,0.00001143438,0.00009660792,0.00003897406,0.00002340493],"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":[0.00001192734,0.00001808076,0.000135964,0.0001244781,0.00001744022,0.00003098353,0.0002834504,0.00188727,0.0004247119,0.7183102,0.124304,0.1544514],"study_design_scores_gemma":[0.000005027475,0.000009112024,0.0002356913,0.00005535803,0.000007569695,0.0000600802,0.00009016784,0.003734893,0.0002760089,0.748895,0.2466255,0.000005514181],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007534797,0.02510632,0.1355089,0.008417539,0.002846981,0.00005434266,0.000395287,0.0007989099,0.819337],"genre_scores_gemma":[0.2254514,0.01759817,0.05348483,0.001387327,0.00258786,0.000273238,0.001195905,0.0006210958,0.6974001],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02520573,"threshold_uncertainty_score":0.08432156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02505963081404076,"score_gpt":0.275091050487645,"score_spread":0.2500314196736043,"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."}}