{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":140,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":140,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"4b864e675641","filters":{"venue":"Studies in systems, decision and control"}},"results":[{"id":"W4285120566","doi":"10.1007/978-3-031-07430-1","title":"Advanced Decision-Making Methods and Applications in System Safety and Reliability Problems","year":2022,"lang":"en","type":"book","venue":"Studies in systems, decision and control","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":62,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Reliability (semiconductor); Risk analysis (engineering); Computer science; Management science; Engineering; Reliability engineering; Business","authors":[{"name":"He Li","is_ca":false},{"name":"Mohammad Yazdi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04832037456029333,"gpt":0.4275313000103101,"spread":0.3792109254500168,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0221811,0.0006697631,0.00348375,0.001334117,0.0008626998,0.0002978937,0.0007891442,0.0003943607,0.00003272042],"category_scores_gemma":[0.00771234,0.0004797639,0.0002382141,0.00119586,0.0005426932,0.000270914,0.001136877,0.0007934697,0.000009463743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007718492,"about_ca_system_score_gemma":0.0001864023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005362148,"about_ca_topic_score_gemma":0.00034322,"domain_scores_codex":[0.9891466,0.002121882,0.004037452,0.00223428,0.001953711,0.0005059994],"domain_scores_gemma":[0.9542566,0.04218539,0.001294023,0.00146837,0.0006086106,0.0001869857],"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":[0.0009275496,0.00006222479,0.005361444,0.0004856611,0.0002274067,0.00004932685,0.002377686,0.008240816,0.000001856803,0.008280328,0.001496414,0.9724893],"study_design_scores_gemma":[0.005102247,0.0002304238,0.006313824,0.004154327,0.0003430182,0.0001082263,0.05082765,0.02193927,1.162918e-7,0.1926461,0.7171131,0.001221642],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00227744,0.5241224,0.4136021,0.0004371082,0.002623711,0.009723156,0.0006245685,0.0001737474,0.0464158],"genre_scores_gemma":[0.7988045,0.1143915,0.02590276,0.0003172021,0.0005769475,0.004318035,0.00004832808,0.0002325304,0.05540826],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9712676,"threshold_uncertainty_score":0.9997654,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2481236016","doi":"10.1007/978-3-319-33798-2_4","title":"Cognitive Cities, Big Data and Citizen Participation: The Essentials of Privacy and Security","year":2016,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Sine qua non; Internet privacy; Privacy by Design; Accountability; Computer security; Cognition; Information privacy; Big data; Computer science; Political science; Psychology; Law","authors":[{"name":"Ann Cavoukian","is_ca":true},{"name":"Michelle Chibba","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1434442565861166,"gpt":0.3868261891967059,"spread":0.2433819326105893,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002641284,0.000220692,0.0007058649,0.0001101385,0.0005175176,0.0001129635,0.0003845702,0.0002060937,0.0000184571],"category_scores_gemma":[0.003316291,0.0001418843,0.00003067609,0.00004600791,0.001450336,0.0001923544,0.00104613,0.000170643,0.000003830708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003883824,"about_ca_system_score_gemma":0.00008775959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003577813,"about_ca_topic_score_gemma":0.002010009,"domain_scores_codex":[0.9978205,0.0003578422,0.0006225578,0.0004924863,0.0004929873,0.0002136482],"domain_scores_gemma":[0.9959608,0.002724654,0.0004248094,0.000506387,0.000305384,0.00007801869],"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":[0.001728844,0.0001162733,0.005353947,0.001504014,0.00234979,0.00006934747,0.09940385,1.569381e-7,0.00001908242,0.3902728,0.02551809,0.4736638],"study_design_scores_gemma":[0.006514464,0.0002401148,0.001444349,0.005898857,0.0006991503,0.00001910612,0.05106109,0.00008404646,0.000004016474,0.4123401,0.5208871,0.000807622],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02302997,0.6744149,0.007807329,0.00640176,0.009126775,0.01167289,0.009429429,0.0001674596,0.2579495],"genre_scores_gemma":[0.9541965,0.04200073,0.000004722364,0.00006423802,0.0006871277,0.00006635436,0.00001493431,0.00001251461,0.002952934],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9311665,"threshold_uncertainty_score":0.5785873,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285158372","doi":"10.1007/978-3-031-07430-1_10","title":"A Holistic Question: Is It Correct that Decision-Makers Neglect the Probability in the Risk Assessment Method?","year":2022,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":18,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Neglect; Risk assessment; Psychology; Risk analysis (engineering); Computer science; Medicine; Computer security; Psychiatry","authors":[{"name":"He Li","is_ca":false},{"name":"Mohammad Yazdi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2006790162719613,"gpt":0.4656802656512729,"spread":0.2650012493793116,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04226763,0.0007805073,0.002630072,0.0007932477,0.00135126,0.0006859024,0.002172169,0.0003410622,0.0007272539],"category_scores_gemma":[0.01423065,0.0003742175,0.000762522,0.0008951072,0.0006400975,0.0002266729,0.0007469209,0.001701759,0.0001002069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006111076,"about_ca_system_score_gemma":0.0002708123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006986757,"about_ca_topic_score_gemma":0.002789427,"domain_scores_codex":[0.9834944,0.005714269,0.003090558,0.001855428,0.005288137,0.0005571882],"domain_scores_gemma":[0.9172018,0.07798195,0.001578902,0.002397953,0.0007216358,0.0001177222],"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":[0.001517562,0.0001698788,0.01065969,0.00006239199,0.00122364,0.0003706296,0.01238827,0.009871072,3.362548e-7,0.03105672,0.1267671,0.8059127],"study_design_scores_gemma":[0.002081564,0.0002534932,0.004249927,0.0006706442,0.0005514739,0.0000988296,0.03294593,0.01256804,4.433267e-8,0.3643268,0.5816588,0.0005944704],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003819165,0.3050243,0.2912597,0.0397047,0.02061471,0.02094333,0.002416204,0.0001901751,0.3160278],"genre_scores_gemma":[0.8705977,0.07680757,0.002069542,0.004389221,0.0006086027,0.001768382,0.00001886433,0.0001083241,0.04363184],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8667785,"threshold_uncertainty_score":0.9999489,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4368246870","doi":"10.1007/978-3-031-29962-9","title":"Intelligent Reliability and Maintainability of Energy Infrastructure Assets","year":2023,"lang":"en","type":"book","venue":"Studies in systems, decision and control","topic":"Power System Reliability and Maintenance","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Maintainability; Reliability (semiconductor); Reliability engineering; Computer science; Energy (signal processing); Engineering; Physics","authors":[{"name":"He Li","is_ca":false},{"name":"Weiwen Peng","is_ca":false},{"name":"Sidum Adumene","is_ca":true},{"name":"Mohammad Yazdi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01320095415450596,"gpt":0.2629170103093821,"spread":0.2497160561548761,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001805844,0.0005005143,0.001819285,0.0002449647,0.00006218885,0.00003151457,0.0002352184,0.0004849613,0.000004347694],"category_scores_gemma":[0.001172009,0.0004046646,0.0001324677,0.0001560564,0.0004580674,0.00006690827,0.000241539,0.0003979812,0.00000404923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006170355,"about_ca_system_score_gemma":0.00009148776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004985866,"about_ca_topic_score_gemma":0.00015194,"domain_scores_codex":[0.9969153,0.0001914696,0.00145228,0.0006459442,0.0004135045,0.000381455],"domain_scores_gemma":[0.996615,0.001996809,0.0002256555,0.000709212,0.0003359556,0.0001173534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002155046,0.0002798174,0.02076519,0.08286652,0.005392921,0.0006145565,0.01100214,0.0623857,0.00009813083,0.07648886,0.4588395,0.2791116],"study_design_scores_gemma":[0.004652234,0.0005463994,0.00969959,0.0140346,0.0003429686,0.0001210508,0.006399371,0.01903655,0.00001778178,0.199369,0.7436767,0.002103684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.06189665,0.723799,0.09215483,0.0004206136,0.03957317,0.01087608,0.002165991,0.001846465,0.06726722],"genre_scores_gemma":[0.964711,0.01871029,0.00006142774,0.00003017567,0.0001652036,0.0002194649,0.00001089341,0.00007706958,0.01601448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9028143,"threshold_uncertainty_score":0.9998405,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285111791","doi":"10.1007/978-3-031-07430-1_5","title":"Integration of the Bayesian Network Approach and Interval Type-2 Fuzzy Sets for Developing Sustainable Hydrogen Storage Technology in Large Metropolitan Areas","year":2022,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":15,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Metropolitan area; Interval (graph theory); Bayesian network; Computer science; Data mining; Fuzzy logic; Type (biology); Hydrogen storage; Artificial intelligence; Mathematics; Geography; Hydrogen; Physics; Geology","authors":[{"name":"He Li","is_ca":false},{"name":"Mohammad Yazdi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02591409800217143,"gpt":0.2853333874135023,"spread":0.2594192894113309,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001884802,0.0004407698,0.001526651,0.0006084447,0.0002776683,0.0000343893,0.0003570383,0.0003520895,0.000005589584],"category_scores_gemma":[0.000562821,0.0003220732,0.000117482,0.0003390074,0.0002018904,0.00007514819,0.0005270883,0.0003758015,4.985681e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001156086,"about_ca_system_score_gemma":0.0001313265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009865876,"about_ca_topic_score_gemma":0.002801743,"domain_scores_codex":[0.9970254,0.0002815625,0.001191298,0.0006172445,0.0003654754,0.0005189684],"domain_scores_gemma":[0.9980004,0.0005770253,0.0005721381,0.0005053134,0.0003016012,0.0000435159],"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":[0.0002836054,0.00002404546,0.0007050798,0.0005968707,0.0005211809,0.00004260612,0.0005981612,0.00478251,0.00001244564,0.9887517,0.0007622628,0.002919532],"study_design_scores_gemma":[0.01184404,0.0007291423,0.0002347509,0.006876406,0.0004427591,0.0002946602,0.1100122,0.02667793,0.00003122732,0.2260466,0.614861,0.00194927],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03964689,0.5645586,0.05454391,0.001303833,0.01089014,0.01796689,0.0004591313,0.0004114476,0.3102192],"genre_scores_gemma":[0.9769481,0.0008931115,0.0002792911,0.00004695662,0.0001574763,0.0004940604,0.00002422259,0.00007702477,0.02107977],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9373012,"threshold_uncertainty_score":0.9999231,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392565699","doi":"10.1007/978-3-031-51719-8_16","title":"Harnessing AI for Project Risk Management: A Paradigm Shift","year":2024,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":15,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; Toronto Metropolitan University; Memorial University of Newfoundland","funders":"","keywords":"Risk management; Accountability; Knowledge management; Anticipation (artificial intelligence); Computer science; Project management; Transparency (behavior); Process management; Risk analysis (engineering); Engineering; Artificial intelligence; Business; Systems engineering; Political science; Computer security","authors":[{"name":"He Li","is_ca":false},{"name":"Mohammad Yazdi","is_ca":false},{"name":"Arman Nedjati","is_ca":false},{"name":"Rosita Moradi","is_ca":false},{"name":"Sidum Adumene","is_ca":false},{"name":"Uyen Dao","is_ca":true},{"name":"Amirhossein Moradi","is_ca":true},{"name":"Aida Haghighi","is_ca":true},{"name":"Francis Obeng","is_ca":true},{"name":"Cheng‐Geng Huang","is_ca":false},{"name":"Hooi Siang Kang","is_ca":false},{"name":"Reza Ghasemi Pirbalouti","is_ca":true},{"name":"Esmaeil Zarei","is_ca":false},{"name":"Majeed Dehghan","is_ca":false},{"name":"Mahlagha Darvishmotevali","is_ca":false},{"name":"Peiman Ghasemi","is_ca":false},{"name":"Payam Shayan Fard","is_ca":false},{"name":"Harish Garg","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09350058772576969,"gpt":0.3504264238281057,"spread":0.256925836102336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001050394,0.0006287,0.001156079,0.0008971413,0.0003426715,0.0009196523,0.0003993704,0.0002734721,0.00002446815],"category_scores_gemma":[0.0001426541,0.0004800407,0.0001988235,0.0001952076,0.0002083552,0.0005336937,0.0004750493,0.0003785443,0.0002169191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007974339,"about_ca_system_score_gemma":0.00002248354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001315942,"about_ca_topic_score_gemma":0.0001618034,"domain_scores_codex":[0.9971101,0.00001091696,0.001002952,0.0009760577,0.0004750774,0.0004248534],"domain_scores_gemma":[0.9983752,0.0004215259,0.0005127266,0.0005023881,0.0001730833,0.0000150571],"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":[0.0004000155,0.0000263698,0.0001758162,0.006167532,0.0007743014,0.0001511404,0.0001277018,0.00002337075,1.89611e-7,0.8654373,0.04113755,0.08557869],"study_design_scores_gemma":[0.0009719337,0.00001325758,0.00003244521,0.005296309,0.0005637246,0.000006134314,0.0003292949,0.002113805,5.03804e-8,0.2224384,0.7677712,0.0004633715],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0001388994,0.3829517,0.05598154,0.001778088,0.01996107,0.01133327,0.000802693,0.0006298333,0.5264229],"genre_scores_gemma":[0.6079522,0.04510812,0.0004130477,0.003924126,0.01322535,0.003238753,0.0003532147,0.0007018171,0.3250834],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7266337,"threshold_uncertainty_score":0.9997651,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2913516218","doi":"10.1007/978-981-13-2212-9_5","title":"Control of Robot Manipulators Using Modified Backstepping Sliding Mode","year":2019,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Adaptive Control of Nonlinear Systems","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Backstepping; Control theory (sociology); Controller (irrigation); Lyapunov function; Computer science; Trajectory; Tracking error; Sliding mode control; Robot; Stability (learning theory); Control engineering; Engineering; Adaptive control; Control (management); Nonlinear system; Artificial intelligence; Physics","authors":[{"name":"Yassine Kali","is_ca":false},{"name":"Maarouf Saad","is_ca":true},{"name":"Khalid Benjelloun","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08295498131465066,"gpt":0.3112973982320688,"spread":0.2283424169174181,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008782085,0.0008387431,0.003210665,0.000617347,0.00009248901,0.00005678746,0.0003227962,0.0005616593,0.000009402032],"category_scores_gemma":[0.0001725656,0.0007679718,0.0002951246,0.00007725846,0.0001203193,0.0001545459,0.0001165713,0.0005129918,0.00002795646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003977417,"about_ca_system_score_gemma":0.00006204005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005303356,"about_ca_topic_score_gemma":0.0000384377,"domain_scores_codex":[0.99599,0.0001039199,0.002051362,0.0006483751,0.0006929113,0.0005134428],"domain_scores_gemma":[0.9968629,0.00135341,0.0006172147,0.0006499754,0.000394287,0.0001222391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006358601,0.00002654836,0.0005442885,0.002972252,0.004351331,0.0001738567,0.0007366232,0.9431389,0.002570493,0.03986263,0.0005297684,0.004457473],"study_design_scores_gemma":[0.007751191,0.0001090896,0.00004666781,0.00801136,0.0004067635,0.00005845102,0.0009550761,0.9761116,0.000006324787,0.0005262624,0.005016044,0.001001198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006801528,0.2952119,0.6134797,0.00002648676,0.01249442,0.00677982,0.0005066067,0.0004087003,0.06429088],"genre_scores_gemma":[0.9935167,0.0009677869,0.0002163241,0.00002752606,0.0004868563,0.00003564567,0.000004492235,0.000191522,0.00455311],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9867152,"threshold_uncertainty_score":0.9994771,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285271081","doi":"10.1007/978-3-031-07430-1_7","title":"An Advanced TOPSIS-PFS Method to Improve Human System Reliability","year":2022,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"TOPSIS; Interrupt; Reliability (semiconductor); Human reliability; Ideal solution; Computer science; Reliability engineering; Risk analysis (engineering); Set (abstract data type); Fuzzy logic; Operations research; Engineering; Artificial intelligence; Human error; Embedded system","authors":[{"name":"He Li","is_ca":false},{"name":"Mohammad Yazdi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1467681104759203,"gpt":0.486405462428075,"spread":0.3396373519521547,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02446454,0.001158015,0.00437058,0.001764723,0.001089999,0.0007917247,0.002565288,0.0005465459,0.0005595859],"category_scores_gemma":[0.006511068,0.0008834511,0.0005064661,0.0004904689,0.0002679132,0.0005168668,0.001808925,0.0009763257,0.0002417048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001182764,"about_ca_system_score_gemma":0.0001175389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001086586,"about_ca_topic_score_gemma":0.0001244278,"domain_scores_codex":[0.9830518,0.001953216,0.005346407,0.003780154,0.005040357,0.0008281177],"domain_scores_gemma":[0.9794697,0.01230835,0.001793007,0.004043479,0.001825248,0.0005602194],"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":[0.003165076,0.0002165806,0.0004245118,0.0005607434,0.0005726765,0.0009337116,0.005501991,0.004402393,0.001818314,0.1874766,0.01668733,0.7782401],"study_design_scores_gemma":[0.006007688,0.001189421,0.0004045227,0.001968783,0.0001832127,0.0001363073,0.02222344,0.006958451,0.000005097506,0.03134451,0.9277364,0.001842158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02875805,0.09331159,0.2736811,0.001941889,0.07564931,0.04019887,0.005373345,0.002095019,0.4789909],"genre_scores_gemma":[0.9025117,0.0002573189,0.01472538,0.0009176219,0.0009969998,0.001190863,0.00001703796,0.000291062,0.07909209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9110491,"threshold_uncertainty_score":0.9993616,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285191514","doi":"10.1007/978-3-031-07430-1_9","title":"Advanced Decision-Making Neutrosophic Fuzzy Evidence-Based Best–Worst Method","year":2022,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Economic shortage; Fuzzy logic; Computer science; Task (project management); Natural disaster; Risk analysis (engineering); Operations research; Set (abstract data type); Fuzzy set; Engineering; Artificial intelligence; Business; Systems engineering; Geography","authors":[{"name":"He Li","is_ca":false},{"name":"Mohammad Yazdi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2709978846186924,"gpt":0.4851462760445444,"spread":0.214148391425852,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.02275879,0.001781893,0.005484512,0.003819711,0.001367774,0.001253076,0.003439137,0.0008355928,0.00177098],"category_scores_gemma":[0.0406252,0.001382967,0.001020293,0.001110716,0.0006388506,0.00102917,0.002464493,0.00185343,0.0006262701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014441,"about_ca_system_score_gemma":0.0004607849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003177089,"about_ca_topic_score_gemma":0.0001368599,"domain_scores_codex":[0.9766954,0.001963515,0.006930476,0.004281554,0.008873784,0.00125527],"domain_scores_gemma":[0.8852441,0.1055874,0.003090961,0.003530173,0.002129662,0.0004176642],"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":[0.004115381,0.0001085895,0.0004626619,0.0001623905,0.000365546,0.001441233,0.0007638656,0.01491452,0.00005851235,0.02566189,0.009184846,0.9427606],"study_design_scores_gemma":[0.009763999,0.000986038,0.0004385868,0.02644787,0.0004520113,0.000341604,0.005426005,0.02366811,0.000002171953,0.2847352,0.6447467,0.002991745],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003121756,0.6217779,0.2305039,0.00196448,0.03887758,0.01113988,0.001046987,0.0005338272,0.09103369],"genre_scores_gemma":[0.8910909,0.01289666,0.03994556,0.003345349,0.001731742,0.001358788,0.00001590688,0.0005732625,0.04904185],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9397688,"threshold_uncertainty_score":0.9999323,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4368246915","doi":"10.1007/978-3-031-29962-9_2","title":"Cutting Edge Research Topics on System Safety, Reliability, Maintainability, and Resilience of Energy-Critical Infrastructures","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Maintainability; Reliability (semiconductor); Resilience (materials science); Risk analysis (engineering); Engineering; Process (computing); Computer science; Systems engineering; Reliability engineering; Business","authors":[{"name":"He Li","is_ca":false},{"name":"Weiwen Peng","is_ca":false},{"name":"Sidum Adumene","is_ca":true},{"name":"Mohammad Yazdi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0323764661218397,"gpt":0.3394251855661356,"spread":0.3070487194442959,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003478623,0.0004858575,0.001611558,0.0007086344,0.0003306976,0.00007729372,0.00034736,0.0005159667,0.000008892166],"category_scores_gemma":[0.002568481,0.0003965793,0.0001482432,0.0002520108,0.001361932,0.00008595731,0.0003855659,0.0008756373,0.000004914335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005242052,"about_ca_system_score_gemma":0.00006233642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000870419,"about_ca_topic_score_gemma":0.0001203457,"domain_scores_codex":[0.9957428,0.0003298548,0.001503151,0.0008242802,0.001049878,0.0005500118],"domain_scores_gemma":[0.9930673,0.005203468,0.000128934,0.0007953953,0.0006623816,0.0001424815],"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":[0.0004563727,0.00002185578,0.002114065,0.008762175,0.0004488087,0.0001651143,0.001094087,0.03629588,0.00002978375,0.8960627,0.002168548,0.0523806],"study_design_scores_gemma":[0.005443783,0.001873053,0.01165001,0.03355435,0.0007763319,0.0002565385,0.04133563,0.09316532,0.00009262647,0.7643312,0.04397875,0.003542356],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0706353,0.1791468,0.05213835,0.002713145,0.01903351,0.01093401,0.001807872,0.002103831,0.6614872],"genre_scores_gemma":[0.9936246,0.003080653,0.0001015046,0.0000164706,0.0003129649,0.00005902233,0.000003981819,0.00005541182,0.002745421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9229892,"threshold_uncertainty_score":0.9998486,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312903320","doi":"10.1007/978-3-031-04028-3_40","title":"Quantitative Methodology: Applied Modeling by Using AMOS (Step-By-Step)","year":2022,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"","keywords":"Structural equation modeling; Luck; Multivariate statistics; Computer science; Moment (physics); Ideal (ethics); Machine learning; Epistemology","authors":[{"name":"Phuong Do-Thi","is_ca":false},{"name":"Ivy Do","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4083687898834222,"gpt":0.467847836570466,"spread":0.05947904668704379,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008111789,0.0007423314,0.002717433,0.001040903,0.0006657679,0.0001681156,0.001047699,0.0007805371,0.0002976762],"category_scores_gemma":[0.002092381,0.0005903541,0.0002594058,0.0002961686,0.0005754927,0.0001666053,0.0008100884,0.001160267,0.00008757979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003243293,"about_ca_system_score_gemma":0.00008621704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009384958,"about_ca_topic_score_gemma":0.00006295216,"domain_scores_codex":[0.9925255,0.0007235635,0.002601869,0.001699371,0.001915059,0.0005346163],"domain_scores_gemma":[0.9905894,0.006475268,0.00120429,0.00102832,0.0005594393,0.000143302],"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":[0.003666155,0.0002601337,0.001347052,0.0001537771,0.002087332,0.0003796642,0.003153397,0.005039122,0.001180651,0.46193,0.3945982,0.1262046],"study_design_scores_gemma":[0.008748095,0.00056816,0.00001884811,0.0006916649,0.0005515459,0.0001585559,0.05848997,0.09338083,0.000004199428,0.04196019,0.7932553,0.002172642],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008234113,0.1791544,0.7674671,0.0005407477,0.005925608,0.003668798,0.001221862,0.0003491924,0.03343825],"genre_scores_gemma":[0.8465504,0.01099243,0.0270872,0.001709534,0.0002869694,0.0008869249,0.0000769343,0.0003664185,0.1120432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8383163,"threshold_uncertainty_score":0.9996548,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3196116926","doi":"10.1007/978-3-030-82922-3_7","title":"Spectral Analysis of Random Processes","year":2021,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Fourier transform; Frequency domain; Fourier analysis; Mathematics; Spectral analysis; Statistical physics; Computer science; Mathematical analysis; Physics; Quantum mechanics; Spectroscopy","authors":[{"name":"Muammer Çatak","is_ca":false},{"name":"Tofigh Allahviranloo","is_ca":false},{"name":"Witold Pedrycz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03866000518453316,"gpt":0.309224551133561,"spread":0.2705645459490278,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003309613,0.0002196019,0.001297265,0.0002968081,0.00007919145,0.00007378173,0.0003593535,0.00009914093,0.000008694979],"category_scores_gemma":[0.00009349074,0.0001648042,0.000167254,0.000401135,0.0001002767,0.00006267261,0.0001804115,0.0001356226,0.000002824143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002758242,"about_ca_system_score_gemma":0.00005016987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009350224,"about_ca_topic_score_gemma":0.0001161828,"domain_scores_codex":[0.9982806,0.00003594549,0.0007024795,0.0004944055,0.0003336241,0.0001529056],"domain_scores_gemma":[0.9975582,0.001225586,0.0003282869,0.0004819316,0.0003591061,0.00004692251],"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":[0.0002855537,0.0001363886,0.0008415006,0.001014739,0.01134213,0.0002916816,0.001642738,0.00623149,0.00004642799,0.8707622,0.009407932,0.09799723],"study_design_scores_gemma":[0.03202656,0.0008669874,0.002778276,0.01482952,0.01149218,0.0002077665,0.003298562,0.18775,0.00006406458,0.1332208,0.6083156,0.00514968],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00112185,0.5321491,0.3821017,0.0007576049,0.001829218,0.002192891,0.0001355563,0.0001267444,0.07958537],"genre_scores_gemma":[0.9352667,0.02450805,0.0007158793,0.0001822009,0.0002339818,0.0001381247,0.000009166403,0.00002064025,0.03892524],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9341449,"threshold_uncertainty_score":0.6720521,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3133652947","doi":"10.1007/978-3-030-67361-1_10","title":"Secure Dynamic Nonlinear Heterogeneous Vehicle Platooning: Denial-of-Service Cyber-Attack Case","year":2021,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Vehicular Ad Hoc Networks (VANETs)","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Denial-of-service attack; Platoon; Nonlinear system; Convergence (economics); Computer science; Controller (irrigation); Kalman filter; Throughput; Intelligent transportation system; Engineering; Cyber-physical system; Computer network; Control theory (sociology); Control (management); Wireless; Telecommunications","authors":[{"name":"Mohammad Hossein Basiri","is_ca":true},{"name":"Nasser L. Azad","is_ca":true},{"name":"Sebastian Fischmeister","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02469867742437727,"gpt":0.2764341581903819,"spread":0.2517354807660047,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004089878,0.0006562741,0.001748543,0.0002157764,0.0001125161,0.0000645494,0.0002286979,0.0005574512,0.00002854293],"category_scores_gemma":[0.00007317386,0.0006279902,0.0002023432,0.0001148346,0.00009786442,0.00006054057,0.0002083429,0.0006111717,0.00003636902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002375022,"about_ca_system_score_gemma":0.00004376561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000321255,"about_ca_topic_score_gemma":0.002118213,"domain_scores_codex":[0.9971981,0.00005661098,0.001217668,0.0005986696,0.0004743781,0.0004545588],"domain_scores_gemma":[0.9978426,0.0007623081,0.0002441946,0.0006550693,0.0003487902,0.0001471113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001832493,0.00003636991,0.00005241136,0.001954852,0.002655872,0.02416607,0.001110417,0.9547517,0.0001431294,0.0006433907,0.001782264,0.01252023],"study_design_scores_gemma":[0.003125925,0.00009476546,0.000005387805,0.00410958,0.0003256023,0.00495892,0.0008146003,0.9402893,0.000008985822,0.000117397,0.04526756,0.0008820011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2638089,0.713833,0.002600971,0.00008212157,0.006124991,0.002659883,0.0006137189,0.0003894591,0.009886957],"genre_scores_gemma":[0.9860995,0.006351026,0.0002463454,0.0001262432,0.0003749777,0.00007090645,0.00003882494,0.0002095593,0.006482578],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7222907,"threshold_uncertainty_score":0.9996172,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4368246904","doi":"10.1007/978-3-031-29962-9_3","title":"Operations Management of Critical Energy Infrastructure: A Sustainable Approach","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Robustness (evolution); Bayesian network; Probabilistic logic; Computer science; Reliability engineering; Critical infrastructure; Engineering; Machine learning; Artificial intelligence","authors":[{"name":"He Li","is_ca":false},{"name":"Weiwen Peng","is_ca":false},{"name":"Sidum Adumene","is_ca":true},{"name":"Mohammad Yazdi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.022378890502077,"gpt":0.2794868109040717,"spread":0.2571079204019947,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003506669,0.0002956008,0.0009390209,0.0002964431,0.000103304,0.00004428812,0.0001621647,0.0002848166,0.00002012785],"category_scores_gemma":[0.0001147628,0.000228209,0.0001365497,0.0001183981,0.0002778773,0.00005426636,0.0001322648,0.0002733968,0.000004062761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001095665,"about_ca_system_score_gemma":0.00001100598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006104867,"about_ca_topic_score_gemma":0.00002599482,"domain_scores_codex":[0.9983776,0.00003823499,0.0007467812,0.000319648,0.0002828922,0.0002348059],"domain_scores_gemma":[0.9988862,0.0004517062,0.00004000576,0.0003092816,0.0002591211,0.00005364775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003227937,0.00001016664,0.000005403903,0.003385179,0.001499049,0.00007958676,0.0004178359,0.06140282,0.000002899517,0.9203572,0.002638991,0.01016864],"study_design_scores_gemma":[0.004644533,0.0002426374,0.0003430987,0.006076351,0.002596701,0.0001075912,0.06994075,0.4074292,0.00001152078,0.3491347,0.1571066,0.002366241],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0005341038,0.2999399,0.1837591,0.0003009544,0.006504486,0.002744772,0.0003156425,0.0006334085,0.5052676],"genre_scores_gemma":[0.8597131,0.02536852,0.001579782,0.00003734399,0.0001932949,0.0002214291,0.00002431075,0.00008261935,0.1127796],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.859179,"threshold_uncertainty_score":0.9306093,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379507646","doi":"10.1007/978-3-031-30403-3","title":"Preferential Voting and Applications: Approaches Based on Data Envelopment Analysis","year":2023,"lang":"en","type":"book","venue":"Studies in systems, decision and control","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Data envelopment analysis; Voting; Computer science; Envelopment; Operations research; Data science; Data mining; Management science; Political science; Engineering; Mathematics; Statistics","authors":[{"name":"Mehdi Soltanifar","is_ca":false},{"name":"Hamid Sharafi","is_ca":false},{"name":"Farhad Hosseinzadeh Lotfı","is_ca":false},{"name":"Witold Pedrycz","is_ca":true},{"name":"Tofigh Allahviranloo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3556941528973711,"gpt":0.4267170035927519,"spread":0.07102285069538089,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01194295,0.0005395866,0.002292038,0.002699059,0.0004897249,0.0005940477,0.001558881,0.0003038727,0.00001522217],"category_scores_gemma":[0.004589598,0.0003787127,0.0002182329,0.001926317,0.000411938,0.0001321181,0.001033396,0.0003977708,0.0001164276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002056761,"about_ca_system_score_gemma":0.0002164917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001961859,"about_ca_topic_score_gemma":0.0003359176,"domain_scores_codex":[0.9913372,0.0006555995,0.002340085,0.002372134,0.002896657,0.0003982732],"domain_scores_gemma":[0.9819486,0.01412946,0.001085826,0.002291854,0.0004090128,0.0001352453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008607676,0.0005700796,0.01698478,0.0006898746,0.01228894,0.0001026852,0.00234994,0.09462932,0.000003768364,0.01254909,0.1032549,0.7557158],"study_design_scores_gemma":[0.00244251,0.0001026643,0.002542475,0.001066279,0.002654742,0.000004063555,0.004192749,0.8423172,3.123237e-7,0.005299041,0.1384196,0.0009583416],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001003245,0.1166704,0.8015837,0.001118242,0.003630725,0.00941717,0.002306441,0.0004851844,0.06378485],"genre_scores_gemma":[0.884194,0.001620201,0.0006121572,0.0002541892,0.0005872399,0.0006772415,0.0003204444,0.00008002557,0.1116545],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8831907,"threshold_uncertainty_score":0.9998665,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379507493","doi":"10.1007/978-3-031-30403-3_3","title":"Introduction to Fuzzy Logic","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Fuzzy logic; Fuzzy number; Proposition; T-norm fuzzy logics; Fuzzy Control Language; Fuzzy electronics; Fuzzy set operations; Artificial intelligence; Computer science; Mathematics; Fuzzy control system; Fuzzy set; Linguistics; Philosophy","authors":[{"name":"Mehdi Soltanifar","is_ca":false},{"name":"Hamid Sharafi","is_ca":false},{"name":"Farhad Hosseinzadeh Lotfı","is_ca":false},{"name":"Witold Pedrycz","is_ca":true},{"name":"Tofigh Allahviranloo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2751722246163665,"gpt":0.4520529237485562,"spread":0.1768806991321896,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0108915,0.0008263891,0.002799978,0.002594684,0.0003629143,0.0007011033,0.001225014,0.000553067,0.0003131217],"category_scores_gemma":[0.02032389,0.0005898947,0.0003149379,0.0006344015,0.0003059335,0.0002277046,0.001130373,0.0006049788,0.006710169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003090726,"about_ca_system_score_gemma":0.00007156311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001769823,"about_ca_topic_score_gemma":0.0001328465,"domain_scores_codex":[0.989164,0.0003805248,0.003550896,0.002460685,0.003799267,0.0006446522],"domain_scores_gemma":[0.9856349,0.00950838,0.0009671788,0.001958543,0.001624734,0.0003062924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008795959,0.00003371027,0.0001462055,0.00007958677,0.0003193666,0.0004985887,0.00134981,0.0009806668,0.00006279634,0.1198994,0.5587327,0.3170175],"study_design_scores_gemma":[0.001766,0.0001876269,0.0003152386,0.0009484195,0.00005764306,0.00007686577,0.00272334,0.0006187257,5.807006e-7,0.209495,0.7831075,0.000703131],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003273939,0.1450326,0.07866414,0.02973691,0.182527,0.02007496,0.001422914,0.001788622,0.5374789],"genre_scores_gemma":[0.09507317,0.003164927,0.001185292,0.001551892,0.007003665,0.0003573,0.00001138018,0.0002343263,0.891418],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3539391,"threshold_uncertainty_score":0.9996552,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4368246949","doi":"10.1007/978-3-031-29962-9_1","title":"Advances in Intelligent Reliability and Maintainability of Energy Infrastructure Assets","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Power System Reliability and Maintenance","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Maintainability; Reliability (semiconductor); Point (geometry); Reliability engineering; Computer science; Engineering; Systems engineering; Risk analysis (engineering); Business","authors":[{"name":"He Li","is_ca":false},{"name":"Weiwen Peng","is_ca":false},{"name":"Sidum Adumene","is_ca":true},{"name":"Mohammad Yazdi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01236483151225922,"gpt":0.2636354125186801,"spread":0.2512705810064209,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00146564,0.0004471351,0.001614739,0.000288025,0.00003820875,0.00001965781,0.0001841382,0.0003775019,0.000004571549],"category_scores_gemma":[0.0007476615,0.0003665681,0.00009735248,0.0001028984,0.000374443,0.0001077323,0.0001748152,0.00036426,0.000002301529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003554578,"about_ca_system_score_gemma":0.0000328619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005304472,"about_ca_topic_score_gemma":0.0006146278,"domain_scores_codex":[0.9972344,0.000101708,0.001410349,0.0005951608,0.000338855,0.0003195353],"domain_scores_gemma":[0.997498,0.001479887,0.0002023582,0.0005230117,0.0002150185,0.00008166141],"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":[0.001736041,0.0001336701,0.02784732,0.03471644,0.001007512,0.0004591089,0.00549254,0.0726098,0.00003612812,0.2945136,0.005609908,0.555838],"study_design_scores_gemma":[0.004778925,0.0004790898,0.009678405,0.01781401,0.0001458411,0.00007556444,0.0060946,0.01378298,0.00001275925,0.4362823,0.508942,0.001913514],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02399745,0.8497357,0.02728706,0.0002127155,0.01444289,0.005531025,0.0006867393,0.0005864897,0.07751992],"genre_scores_gemma":[0.9243558,0.07353088,0.00004111351,0.00001442503,0.00005886301,0.0001142,0.000003487648,0.00004431213,0.001836933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9003583,"threshold_uncertainty_score":0.9998786,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407613669","doi":"10.1007/978-3-031-82934-5_5","title":"Virtual Safety Engineer: From Hazard Identification to Risk Control in the Age of AI","year":2025,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia; Memorial University of Newfoundland","funders":"","keywords":"Identification (biology); Hazard; Hazard analysis; Engineering; Control (management); Risk analysis (engineering); Forensic engineering; Computer science; Business; Reliability engineering; Artificial intelligence; Biology","authors":[{"name":"Mohammad Yazdi","is_ca":false},{"name":"Sidum Adumene","is_ca":false},{"name":"Daniel Tamunodukobipi","is_ca":false},{"name":"Abbas Mamudu","is_ca":true},{"name":"Elham Goleiji","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06604109588317787,"gpt":0.4498275925328411,"spread":0.3837864966496632,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005548748,0.0003296743,0.001440884,0.0005546634,0.0004521248,0.00001797284,0.0004084665,0.000465457,0.00004807514],"category_scores_gemma":[0.003116176,0.0002273639,0.0001203667,0.0001714372,0.0001291188,0.00005386737,0.0001459858,0.001430696,0.000113978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003489511,"about_ca_system_score_gemma":0.0004007665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008014181,"about_ca_topic_score_gemma":0.002234854,"domain_scores_codex":[0.9944468,0.001218044,0.002424623,0.0005461863,0.0009227075,0.0004416263],"domain_scores_gemma":[0.9789863,0.01912956,0.0004845524,0.0006403622,0.0006536699,0.0001055455],"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":[0.03050423,0.0003441409,0.1515532,0.004758342,0.002152922,0.0002604222,0.03200034,0.001989728,0.00004987372,0.3394094,0.1383561,0.2986213],"study_design_scores_gemma":[0.02266749,0.0006866882,0.2887691,0.01568992,0.0003330875,0.000002214783,0.01536801,0.005510159,2.582266e-7,0.0205908,0.6295229,0.000859334],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01788422,0.2890307,0.2347596,0.02921704,0.03612994,0.0948045,0.03677714,0.0003128324,0.261084],"genre_scores_gemma":[0.961297,0.007158676,0.00003555478,0.00215536,0.0005101101,0.001123986,0.0001121291,0.00003170943,0.0275755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9434128,"threshold_uncertainty_score":0.9271631,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4368246927","doi":"10.1007/978-3-031-29962-9_6","title":"Advances in Failure Prediction of Subsea Components Considering Complex Dependencies","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Subsea; Hazard; Submarine pipeline; Engineering; Risk analysis (engineering); Reliability engineering; Computer science; Systems engineering; Marine engineering; Business","authors":[{"name":"He Li","is_ca":false},{"name":"Weiwen Peng","is_ca":false},{"name":"Sidum Adumene","is_ca":true},{"name":"Mohammad Yazdi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2296765543148133,"gpt":0.3891745902316432,"spread":0.1594980359168299,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004072176,0.0004300508,0.002423614,0.001409398,0.0001794465,0.00009666225,0.0005195177,0.0002993693,0.00004789066],"category_scores_gemma":[0.002325837,0.0003177201,0.0002597766,0.0003916209,0.0004876259,0.0002783505,0.0003166565,0.0003629767,0.00007736789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001123499,"about_ca_system_score_gemma":0.00004861133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008568821,"about_ca_topic_score_gemma":0.003391769,"domain_scores_codex":[0.9935138,0.000281599,0.002802756,0.0008828162,0.00219626,0.0003227167],"domain_scores_gemma":[0.9905334,0.007062803,0.001004439,0.0006323662,0.000676328,0.00009066921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003829508,0.0003019838,0.226399,0.00172665,0.003238429,0.001779846,0.0140949,0.03267734,0.0005383937,0.1278447,0.02964097,0.5579283],"study_design_scores_gemma":[0.01304777,0.0004885602,0.04826635,0.0101722,0.0005072227,0.0001201344,0.06441873,0.03209622,0.000005482164,0.4888903,0.3402297,0.001757309],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03822123,0.6640928,0.02354226,0.002813717,0.016283,0.009168974,0.004089918,0.0005356935,0.2412525],"genre_scores_gemma":[0.9408373,0.04659055,0.0001144533,0.0000306156,0.0001042411,0.00004599404,0.00001384701,0.00003206026,0.01223093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9026161,"threshold_uncertainty_score":0.9999275,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4368246905","doi":"10.1007/978-3-031-29962-9_4","title":"An Improved LeNet-5 Convolutional Neural Network Supporting Condition-Based Maintenance and Fault Diagnosis of Bearings","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Convolutional neural network; Fault (geology); Bearing (navigation); Vibration; Computer science; SIGNAL (programming language); Frequency domain; Time domain; Pattern recognition (psychology); Artificial intelligence; Domain (mathematical analysis); Artificial neural network; Transformation (genetics); Data mining; Computer vision; Mathematics; Acoustics; Geology","authors":[{"name":"He Li","is_ca":false},{"name":"Weiwen Peng","is_ca":false},{"name":"Sidum Adumene","is_ca":true},{"name":"Mohammad Yazdi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02085622966282313,"gpt":0.3128052926879153,"spread":0.2919490630250922,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008162753,0.0004556708,0.001217757,0.0002477137,0.000106214,0.00004730136,0.0001787809,0.0002871151,0.00001363846],"category_scores_gemma":[0.000384364,0.0004197426,0.0001024685,0.00006792469,0.0002526976,0.0000903628,0.00008344773,0.000357632,0.000002835701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070009,"about_ca_system_score_gemma":0.00002328141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008255847,"about_ca_topic_score_gemma":0.0001872937,"domain_scores_codex":[0.9976127,0.00005001487,0.001149012,0.000485282,0.0003269909,0.0003759913],"domain_scores_gemma":[0.9966496,0.002339753,0.0003550712,0.0003162177,0.0002393438,0.0001000568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001462361,0.000322281,0.2856315,0.01451653,0.005517259,0.0009518896,0.002378233,0.2043517,0.0007596021,0.0979597,0.2009437,0.1852052],"study_design_scores_gemma":[0.008511898,0.001016583,0.02033957,0.01356437,0.0004844592,0.0000509461,0.0008033269,0.9134515,0.00005643555,0.01509893,0.02419898,0.002422984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3743468,0.4552091,0.04578685,0.001563039,0.02503499,0.03400676,0.01102865,0.01006503,0.04295882],"genre_scores_gemma":[0.9941426,0.00381628,0.0002368154,0.00009937202,0.000225382,0.0005663801,0.00005118709,0.000096727,0.0007652577],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7090998,"threshold_uncertainty_score":0.9998254,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2461384812","doi":"10.1007/978-3-319-26606-0_3","title":"Linear Gaussian Systems and Event-Based State Estimation","year":2015,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Event (particle physics); Estimator; Computer science; Estimation; State (computer science); Gaussian; Algorithm; Gaussian process; State estimator; Scheme (mathematics); Process (computing); Mathematics; Engineering; Statistics; Programming language; Physics; Systems engineering","authors":[{"name":"Dawei Shi","is_ca":false},{"name":"Ling Shi","is_ca":false},{"name":"Tongwen Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03474331122481447,"gpt":0.2983529133177946,"spread":0.2636096020929801,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001058178,0.0005878642,0.001467083,0.0004219319,0.0001148914,0.0001371392,0.0001260972,0.0003547126,0.000005459488],"category_scores_gemma":[0.0001338608,0.0004958581,0.00009137839,0.00006595697,0.0001160649,0.0001008382,0.00004027244,0.0003638412,0.00006365056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002962553,"about_ca_system_score_gemma":0.00004449586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005870607,"about_ca_topic_score_gemma":0.00009013765,"domain_scores_codex":[0.9972607,0.0001013136,0.001238942,0.0004886038,0.0005821707,0.0003282137],"domain_scores_gemma":[0.9984722,0.0004325512,0.0002638476,0.0003901612,0.0002407006,0.000200556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001064356,0.00004901825,0.0002212316,0.006381064,0.002509738,0.0004617073,0.001753494,0.8461056,0.00009502263,0.008653205,0.02824966,0.1044558],"study_design_scores_gemma":[0.004379439,0.0001488159,0.00002114646,0.002991681,0.0001024368,0.00006476448,0.000605711,0.8553975,7.353383e-7,0.0005113222,0.1351889,0.0005876202],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002573785,0.775669,0.1320616,0.0001722311,0.02054415,0.007620018,0.0006360981,0.001282629,0.05944045],"genre_scores_gemma":[0.9764033,0.001915835,0.00003477819,0.00003071163,0.0002701491,0.0002501556,0.00001228679,0.0001074056,0.0209754],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9738295,"threshold_uncertainty_score":0.9997493,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399263804","doi":"10.1007/978-3-031-43601-7_3","title":"Quantifying Fairness and Discrimination in Predictive Models","year":2024,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Computer science; Econometrics; Economics","authors":[{"name":"Arthur Charpentier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2079584610828821,"gpt":0.4394937728027844,"spread":0.2315353117199023,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002428027,0.00022838,0.0007161536,0.0002821468,0.0003302877,0.000258679,0.0001151825,0.0004275346,0.000002945863],"category_scores_gemma":[0.0006743607,0.0001911589,0.00005648339,0.00006576049,0.0005618092,0.0002902419,0.0001145491,0.0004632366,0.000004152007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002435071,"about_ca_system_score_gemma":0.00009511675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001353713,"about_ca_topic_score_gemma":0.01649653,"domain_scores_codex":[0.998116,0.0001219007,0.0005259851,0.0004159713,0.0005782507,0.0002418685],"domain_scores_gemma":[0.9978831,0.001465998,0.0001521742,0.0001104051,0.0003073005,0.00008096443],"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":[0.00005726473,0.000008116512,0.0001097448,0.0002263666,0.000098788,0.00004514936,0.06653298,0.00004996316,5.207064e-7,0.9258144,0.0002763247,0.006780371],"study_design_scores_gemma":[0.001012811,0.00008317979,0.0001751437,0.006357973,0.0001003276,0.000001942547,0.1173357,0.003155562,5.117487e-8,0.8580226,0.01339408,0.0003605709],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00319725,0.2491532,0.001304433,0.003184564,0.003970176,0.002227908,0.0001258515,0.00008810105,0.7367486],"genre_scores_gemma":[0.9366409,0.03664812,0.000008249025,0.00007683352,0.0002486809,0.00004279351,0.000001782142,0.0000219796,0.02631062],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9334437,"threshold_uncertainty_score":0.9205449,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388095903","doi":"10.1007/978-3-031-35763-3_3","title":"Optimal Transport for Counterfactual Estimation: A Method for Causal Inference","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"Agence Nationale de la Recherche","keywords":"Covariate; Counterfactual thinking; Causal inference; Dimension (graph theory); Population; Econometrics; Mathematics; Average treatment effect; Quantile; Inference; Variable (mathematics); Instrumental variable; Statistics; Propensity score matching; Computer science; Psychology; Artificial intelligence; Combinatorics; Medicine; Social psychology","authors":[{"name":"Arthur Charpentier","is_ca":true},{"name":"Emmanuel Flachaire","is_ca":false},{"name":"Ewen Gallic","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2867639985625557,"gpt":0.5008328927146684,"spread":0.2140688941521126,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001799939,0.0005702852,0.001835323,0.0002766715,0.0001599358,0.00004343047,0.0002392445,0.0004366486,0.000009820074],"category_scores_gemma":[0.002370435,0.0004757268,0.0001920717,0.00004646388,0.0001727601,0.0001164538,0.0000691653,0.0002775784,0.000006862495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001796901,"about_ca_system_score_gemma":0.0000924194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008065152,"about_ca_topic_score_gemma":0.00008579341,"domain_scores_codex":[0.997134,0.00004085722,0.001359482,0.0006636389,0.0004282491,0.0003737672],"domain_scores_gemma":[0.9838356,0.0144857,0.0005340815,0.0004120319,0.0006558688,0.00007676167],"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":[0.001079061,0.00003704751,0.00001265315,0.002365178,0.0007957104,0.0000408055,0.001695892,0.0008038566,0.00001683729,0.9527283,0.008269536,0.03215514],"study_design_scores_gemma":[0.003799237,0.0007799023,0.000005272377,0.004408774,0.0004737218,0.00002822285,0.00118506,0.02395922,0.00001423513,0.9345667,0.02991552,0.0008641114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00003527812,0.002100851,0.9894921,0.0000637218,0.0007329556,0.004185536,0.0008137102,0.0002871328,0.002288688],"genre_scores_gemma":[0.07186294,0.0031323,0.7829784,0.0002425669,0.0007970374,0.01007405,0.0001378983,0.0005206126,0.1302543],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2065138,"threshold_uncertainty_score":0.9997694,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2466725266","doi":"10.1007/978-3-319-27568-0_7","title":"Cross-Layer Designs for Energy-Efficient Wireless Ad-hoc Networks","year":2016,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Computer network; Computer science; Wireless network; Physical layer; Wireless ad hoc network; Energy consumption; Wireless; Efficient energy use; PHY; Distributed computing; Engineering; Telecommunications; Electrical engineering","authors":[{"name":"Auon Muhammad Akhtar","is_ca":true},{"name":"Xianbin Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1075199087938668,"gpt":0.3522316141802754,"spread":0.2447117053864086,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001313649,0.0004842272,0.001067224,0.0002356107,0.0005029413,0.0002876612,0.001027079,0.0002871917,0.00001194713],"category_scores_gemma":[0.0001229495,0.0003474564,0.0001777872,0.00009179363,0.0002510932,0.0001109222,0.0007229359,0.0002347568,0.0000134333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002025379,"about_ca_system_score_gemma":0.00006842719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.759141e-7,"about_ca_topic_score_gemma":0.00003862117,"domain_scores_codex":[0.9972113,0.0001586247,0.0009898616,0.0008229807,0.0003892736,0.0004279058],"domain_scores_gemma":[0.9947456,0.002916235,0.0004166686,0.001074271,0.0007236135,0.0001235758],"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":[0.0001464075,0.00002170418,0.0000147314,0.00003574411,0.0001951953,0.00001437801,0.0003064432,0.001001727,0.00001072324,0.4513062,0.003597465,0.5433493],"study_design_scores_gemma":[0.004562203,0.0002367974,0.00003212934,0.003067532,0.00004317939,0.00002230421,0.00007874048,0.2643336,0.000002532384,0.005163082,0.7215879,0.0008699741],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00002455249,0.2198109,0.7658097,0.0001831724,0.001961098,0.0007646362,0.00001613375,0.00007846011,0.01135129],"genre_scores_gemma":[0.728309,0.1287698,0.001108303,0.0008961002,0.0006628615,0.0007654478,0.000005584856,0.0000939409,0.1393889],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7647014,"threshold_uncertainty_score":0.9998977,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379507615","doi":"10.1007/978-3-031-30403-3_2","title":"Introduction to Data Envelopment Analysis","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Data envelopment analysis; Computer science; Point (geometry); Linear programming; Operations research; Envelopment; Field (mathematics); Parametric programming; Parametric statistics; Efficiency; Order (exchange); Mathematical optimization; Engineering; Mathematics; Economics; Statistics; Algorithm","authors":[{"name":"Mehdi Soltanifar","is_ca":false},{"name":"Hamid Sharafi","is_ca":false},{"name":"Farhad Hosseinzadeh Lotfı","is_ca":false},{"name":"Witold Pedrycz","is_ca":true},{"name":"Tofigh Allahviranloo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2257182425448588,"gpt":0.4345502648958883,"spread":0.2088320223510296,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01528645,0.0005631584,0.002766321,0.004244555,0.0003411144,0.0004639195,0.001953895,0.0002902764,0.0001795273],"category_scores_gemma":[0.01110154,0.0004046183,0.0002926168,0.002098866,0.0002645115,0.0001926885,0.001690906,0.0003671639,0.001958533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002529852,"about_ca_system_score_gemma":0.00009448002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005754488,"about_ca_topic_score_gemma":0.0009605684,"domain_scores_codex":[0.9899826,0.0003099575,0.002925655,0.002715998,0.003621095,0.0004447141],"domain_scores_gemma":[0.988491,0.005762338,0.0008728334,0.003635716,0.001039194,0.0001989454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003771157,0.00006597467,0.001116244,0.00005524122,0.007790192,0.0002490932,0.002164699,0.01288479,0.00001148102,0.01688865,0.729396,0.2290006],"study_design_scores_gemma":[0.0008325115,0.00008781355,0.0009293007,0.0003395556,0.00160538,0.00001147651,0.003010393,0.01693635,3.649557e-7,0.01123858,0.964277,0.0007312872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.003465534,0.2013351,0.3769539,0.04821989,0.07422505,0.01480647,0.004570254,0.001478059,0.2749457],"genre_scores_gemma":[0.1982347,0.005221639,0.0007073846,0.000659906,0.002679721,0.0001198496,0.0001268138,0.0001096188,0.7921404],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5171947,"threshold_uncertainty_score":0.9998406,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3140559046","doi":"10.1007/978-3-030-62147-6_7","title":"Granular Computing: Fundamentals and System Modeling","year":2021,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","authors":[{"name":"Witold Pedrycz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06507801097620562,"gpt":0.2987415614471243,"spread":0.2336635504709187,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001028099,0.0004646978,0.001462455,0.0002220215,0.000299421,0.0003822455,0.0004053242,0.0002453869,0.00000152703],"category_scores_gemma":[0.00005241263,0.0003642257,0.0001148529,0.00006780239,0.0001190868,0.0001145608,0.0007261775,0.0002872973,0.00001107721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000143408,"about_ca_system_score_gemma":0.00003862178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002458031,"about_ca_topic_score_gemma":0.00001045988,"domain_scores_codex":[0.9970574,0.000109013,0.0009936253,0.0009589381,0.000546127,0.0003349406],"domain_scores_gemma":[0.9982056,0.0005615793,0.0002851594,0.000609367,0.0002178772,0.0001204243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008711065,0.00004173565,0.0002906453,0.001825445,0.0006144498,0.001710885,0.003162914,0.00307624,0.000006320241,0.8540926,0.00120825,0.1338834],"study_design_scores_gemma":[0.004468557,0.0002259564,0.00003840074,0.0101017,0.0001370787,0.0006115724,0.006161869,0.9393103,3.113028e-7,0.009591636,0.02814816,0.001204452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001110239,0.5013148,0.429727,0.0001787334,0.004607177,0.001526608,0.00003734791,0.0002181848,0.06127993],"genre_scores_gemma":[0.9877256,0.006121266,0.001999213,0.0002264397,0.0002668791,0.00002603894,0.00000373433,0.00003364397,0.003597167],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9866154,"threshold_uncertainty_score":0.999881,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2911470019","doi":"10.1007/978-981-13-2212-9_15","title":"Backstepping-Based Nonlinear RISE Feedback Control for an Underactuated Quadrotor UAV Without Linear Velocity Measurements","year":2019,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Adaptive Control of Nonlinear Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Backstepping; Control theory (sociology); Differentiator; Underactuation; Controller (irrigation); Angular velocity; Nonlinear system; Trajectory; Tracking (education); Computer science; Exponential stability; Control engineering; Engineering; Adaptive control; Robot; Physics; Control (management); Artificial intelligence","authors":[{"name":"Jawhar Ghommam","is_ca":false},{"name":"Luis F. Luque-Vega","is_ca":false},{"name":"Maarouf Saad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1006728834879851,"gpt":0.3288814406694213,"spread":0.2282085571814362,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002162242,0.001329493,0.003554796,0.0005283467,0.0002216798,0.000147441,0.0005273719,0.0008587072,0.00002622292],"category_scores_gemma":[0.0006069813,0.001180929,0.0003990661,0.00009071865,0.0002310563,0.000233198,0.0000674569,0.0007174268,0.0002577475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007560725,"about_ca_system_score_gemma":0.000228378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003465177,"about_ca_topic_score_gemma":0.0003389668,"domain_scores_codex":[0.994442,0.0002362703,0.002228341,0.001171424,0.001113436,0.0008085533],"domain_scores_gemma":[0.9946312,0.001957226,0.0007073449,0.00103053,0.00135552,0.0003181682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.05445803,0.001832912,0.01242808,0.0312114,0.05452227,0.0006365525,0.00463629,0.6329292,0.004332967,0.004666379,0.07618546,0.1221604],"study_design_scores_gemma":[0.0309328,0.0007662491,0.000123891,0.004409738,0.0006020078,0.00001452338,0.0004775478,0.7826717,0.000006357959,0.0001421817,0.1781564,0.00169658],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004636019,0.164162,0.6992595,0.0004005158,0.02654788,0.05714774,0.006738652,0.002272602,0.03883513],"genre_scores_gemma":[0.9768796,0.0006458982,0.002410885,0.0004975122,0.002564369,0.0008253093,0.0001907261,0.0007367365,0.01524897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9722436,"threshold_uncertainty_score":0.9999456,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402703397","doi":"10.1007/978-3-031-67317-7_9","title":"Machine Learning Based Extractive Text Summarization Using Document Aware and Document Unaware Features","year":2024,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Advanced Text Analysis Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"","keywords":"Automatic summarization; Computer science; Information retrieval; Natural language processing; Artificial intelligence; World Wide Web","authors":[{"name":"Muhammad Ammar Saleem","is_ca":false},{"name":"Junaid Shuja","is_ca":false},{"name":"Mohammad Ali Humayun","is_ca":false},{"name":"Saad Bin Ahmed","is_ca":true},{"name":"Raja Wasim Ahmad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02520959795395034,"gpt":0.3316281685645455,"spread":0.3064185706105952,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007517402,0.0005430409,0.001076295,0.0006277086,0.0002821555,0.0004043606,0.0003157432,0.0002441941,0.000007436513],"category_scores_gemma":[0.0001351032,0.0004318592,0.0001238687,0.000153151,0.0001352701,0.0003446962,0.0005184625,0.0005756678,0.00000555283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004268534,"about_ca_system_score_gemma":0.00005204116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007368706,"about_ca_topic_score_gemma":0.00009915673,"domain_scores_codex":[0.9971598,0.0001219386,0.0007778732,0.001009487,0.0006548326,0.0002760772],"domain_scores_gemma":[0.9977903,0.0009192095,0.0004567963,0.0004586746,0.0002874037,0.00008763428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004556387,0.00006372336,0.0009993966,0.001821777,0.002874819,0.001305668,0.003560704,0.01659489,0.0001125441,0.4297252,0.001799652,0.540686],"study_design_scores_gemma":[0.005721862,0.0008237204,0.0002169268,0.01964942,0.001163567,0.0002299193,0.00223111,0.4360575,0.00004504035,0.2989252,0.2316831,0.003252578],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0000363357,0.1825579,0.8091364,0.0002591627,0.0009074786,0.001385523,0.00002310209,0.0003155115,0.005378642],"genre_scores_gemma":[0.9016917,0.01658864,0.01137961,0.0003073262,0.0002908061,0.000227781,0.00003569393,0.0001387871,0.0693397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9016553,"threshold_uncertainty_score":0.9998133,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4306315949","doi":"10.1007/978-3-031-35763-3_6","title":"A Note on Cournot-Nash Equilibria and Optimal Transport Between Unequal Dimensions","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Cournot competition; Nash equilibrium; Mathematical economics; Minimisation (clinical trials); Mathematical optimization; Dimension (graph theory); Mathematics; Economics; Combinatorics; Statistics","authors":[{"name":"Luca Nenna","is_ca":false},{"name":"Brendan Pass","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09648306508753651,"gpt":0.295966968172956,"spread":0.1994839030854195,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001363443,0.0004990737,0.002171962,0.0004453913,0.0001883397,0.0000647683,0.0001950089,0.0004104732,0.00002974118],"category_scores_gemma":[0.0001290002,0.0004919604,0.0001828195,0.00004665069,0.0002595707,0.00009785286,0.0001485575,0.000394839,0.0002185945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014022,"about_ca_system_score_gemma":0.00002669665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006920077,"about_ca_topic_score_gemma":0.00006531065,"domain_scores_codex":[0.9969002,0.00002009855,0.00165676,0.0009314329,0.00009054868,0.000400989],"domain_scores_gemma":[0.9974654,0.001288335,0.0005835398,0.0004538396,0.00005715443,0.0001517284],"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":[0.00026307,0.00001581309,0.001654296,0.0001429901,0.0006037036,0.00007429787,0.001075465,0.00044566,9.044858e-7,0.9912794,0.001286546,0.003157909],"study_design_scores_gemma":[0.01390224,0.001201711,0.003663891,0.003974797,0.0003401764,0.00003037128,0.001900345,0.008180466,6.996825e-7,0.5299816,0.4339083,0.002915397],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2753488,0.2312929,0.01477348,0.002226888,0.01764889,0.007580366,0.01703381,0.0005547116,0.4335402],"genre_scores_gemma":[0.9295604,0.0111967,0.00006213708,0.0001432197,0.0004294078,0.00006677574,0.00002705057,0.0001078271,0.05840644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6542116,"threshold_uncertainty_score":0.9997532,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4368247626","doi":"10.1007/978-3-031-29962-9_8","title":"A Sustainable Circular Economy in Energy Infrastructure: Application of Supercritical Water Gasification System","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Circular economy; Remanufacturing; Business; Supercritical fluid; Sustainable development; Environmental economics; Engineering; Environmental planning; Environmental science; Economics; Manufacturing engineering; Political science","authors":[{"name":"He Li","is_ca":false},{"name":"Weiwen Peng","is_ca":false},{"name":"Sidum Adumene","is_ca":true},{"name":"Mohammad Yazdi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01128806312334581,"gpt":0.2483739673143411,"spread":0.2370859041909953,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009775122,0.0003049984,0.0008141844,0.0001732677,0.00008503938,0.00002701071,0.0001900438,0.0002756895,0.00003683011],"category_scores_gemma":[0.00007931728,0.0002369746,0.00008206246,0.00006759474,0.0004439912,0.000141884,0.0002897762,0.0001777839,0.00004070394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00146747,"about_ca_system_score_gemma":0.00001333226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005701501,"about_ca_topic_score_gemma":0.00008643161,"domain_scores_codex":[0.9977086,0.00009627506,0.000923952,0.0005749077,0.0003166559,0.0003796096],"domain_scores_gemma":[0.9991199,0.0002500569,0.00006234468,0.0004460012,0.00003819591,0.00008343816],"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":[0.001373168,0.0003979926,0.1744142,0.01218558,0.0007448978,0.0007838254,0.01113672,0.01080922,0.002759113,0.721626,0.002752309,0.06101703],"study_design_scores_gemma":[0.01729106,0.001287009,0.1080776,0.003481145,0.0006478176,0.0002897704,0.1852925,0.03887985,0.0003713281,0.3012772,0.338412,0.004692725],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5714347,0.03287481,0.02189562,0.0009109953,0.002097594,0.0166189,0.000219031,0.0004201077,0.3535283],"genre_scores_gemma":[0.9927217,0.0005002266,0.00001214549,0.00003164415,0.00003611386,0.0002517856,0.00001552198,0.00003298887,0.006397914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.421287,"threshold_uncertainty_score":0.9663544,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4368247533","doi":"10.1007/978-3-031-29962-9_5","title":"Using Global Average Pooling Convolutional Siamese Networks for Fault Diagnosis of Planetary Gearboxes","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Pooling; Fault (geology); Feature extraction; Computer science; Feature (linguistics); Data mining; Curse of dimensionality; Kernel (algebra); Artificial intelligence; Medical diagnosis; Pattern recognition (psychology); Machine learning; Mathematics","authors":[{"name":"He Li","is_ca":false},{"name":"Weiwen Peng","is_ca":false},{"name":"Sidum Adumene","is_ca":true},{"name":"Mohammad Yazdi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05405025387432692,"gpt":0.3381089383007335,"spread":0.2840586844264066,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005862187,0.0004829208,0.001399222,0.0002391505,0.00008781235,0.00003336327,0.0002012707,0.0004094278,0.000008814575],"category_scores_gemma":[0.0002790991,0.0004523289,0.0001795671,0.00007348921,0.0001326627,0.00005876692,0.0001144498,0.0002713328,0.000003558377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002348308,"about_ca_system_score_gemma":0.00002222797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008799953,"about_ca_topic_score_gemma":0.0001329435,"domain_scores_codex":[0.9977641,0.00003679545,0.001067571,0.0004121868,0.0003787271,0.0003406903],"domain_scores_gemma":[0.9969068,0.002326202,0.0002330412,0.0002775816,0.0001847551,0.00007158881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005412777,0.00006620425,0.01764008,0.003980407,0.004110308,0.0002758714,0.0003483984,0.8543507,0.00001319354,0.03734476,0.04701919,0.03430961],"study_design_scores_gemma":[0.003392949,0.0001818088,0.0007739301,0.009325499,0.0003915227,0.00004790578,0.0002114136,0.9487154,0.000003922843,0.01187119,0.02398543,0.001099051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01209971,0.6745202,0.2487686,0.00012248,0.01381034,0.0129422,0.009118907,0.002238766,0.02637888],"genre_scores_gemma":[0.9726315,0.02418449,0.0009706825,0.00005854146,0.000622989,0.0005437186,0.00007736751,0.0001290361,0.0007816608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9605318,"threshold_uncertainty_score":0.9997929,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2586323612","doi":"10.1007/978-3-319-51043-9_5","title":"Phenomenological Simulators of Critical Infrastructures","year":2016,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"European Commission","keywords":"Computer science; Network packet; Field (mathematics); Systems engineering; Simulation; Computer network; Engineering","authors":[{"name":"Alberto Tofani","is_ca":false},{"name":"Gregorio D’Agostino","is_ca":false},{"name":"José R. Martí","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02200142776474128,"gpt":0.2997520612737248,"spread":0.2777506335089835,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003268275,0.0003665659,0.001328498,0.000276018,0.00006808923,0.00001898989,0.0001777201,0.0003844926,0.0001286921],"category_scores_gemma":[0.0004758972,0.000234893,0.0001424429,0.00004614366,0.0006979671,0.00005587229,0.00007563757,0.000298902,0.0000109413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001072944,"about_ca_system_score_gemma":0.00001518756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000203866,"about_ca_topic_score_gemma":0.000006914875,"domain_scores_codex":[0.9981103,0.00004114791,0.0008905954,0.0003422762,0.0003541585,0.0002614992],"domain_scores_gemma":[0.9977086,0.001621131,0.00009523871,0.0003291338,0.0001725538,0.00007331942],"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":[0.0005949241,0.00005184428,0.001905171,0.004373883,0.003627507,0.0002388808,0.003010713,0.08427689,0.0003953403,0.6954349,0.003769935,0.20232],"study_design_scores_gemma":[0.007389472,0.0007701915,0.001537452,0.007041482,0.001191164,0.0001026927,0.005680814,0.021266,0.00004534762,0.8892543,0.06263142,0.003089662],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03092938,0.3642754,0.07330091,0.0002357887,0.008514502,0.002678649,0.000876997,0.0005090141,0.5186794],"genre_scores_gemma":[0.9966747,0.001799401,0.00006650395,0.00002334812,0.0001979051,0.0000153749,0.000001094576,0.00002622403,0.001195424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9657453,"threshold_uncertainty_score":0.957866,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3207739203","doi":"10.1007/978-3-030-84997-9_9","title":"Setting the Right Tone: The Role of Language Sentiment in E-negotiations","year":2021,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Conflict Management and Negotiation","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University; Dalhousie University","funders":"","keywords":"Negotiation; Transactional leadership; Tone (literature); Interpersonal communication; Value (mathematics); Psychology; Core (optical fiber); Social psychology; Linguistics; Computer science; Political science; Telecommunications; Law","authors":[{"name":"Simon Alfano","is_ca":false},{"name":"Bo Yu","is_ca":true},{"name":"Gregory E. Kersten","is_ca":true},{"name":"Dirk Neumann","is_ca":false},{"name":"Nil-Jana Akpinar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0192353367151983,"gpt":0.3364052835040378,"spread":0.3171699467888395,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001845543,0.0001402376,0.0003908508,0.0001169463,0.0003364777,0.00007035751,0.0001997175,0.00009373415,0.00007178354],"category_scores_gemma":[0.0003038176,0.00008381139,0.00007761513,0.00009839622,0.000188024,0.0000491207,0.000129628,0.0001652146,0.000008118096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000993412,"about_ca_system_score_gemma":0.00004345772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004800174,"about_ca_topic_score_gemma":0.008611529,"domain_scores_codex":[0.9983869,0.0002374864,0.0005214054,0.0002136623,0.0004815812,0.0001589592],"domain_scores_gemma":[0.9977229,0.001607608,0.0002920331,0.0002349958,0.0001235938,0.00001887459],"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":[0.00005448286,0.00004162958,0.002707965,0.00009312307,0.0005354303,0.00003820201,0.1355189,0.00007908725,0.000027133,0.770978,0.003643385,0.08628266],"study_design_scores_gemma":[0.001098275,0.00002068151,0.001276255,0.001115979,0.0001492992,0.000001166389,0.1903922,0.0003868978,0.000003452566,0.006712132,0.7986112,0.0002324143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004183218,0.2144469,0.0001301377,0.004001922,0.00167317,0.002750499,0.00003132896,0.00003122623,0.7727516],"genre_scores_gemma":[0.9202716,0.004468265,0.000005941285,0.0001417148,0.0002499794,0.00006643627,0.000004241434,0.00001028614,0.07478148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9160885,"threshold_uncertainty_score":0.4805436,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403423444","doi":"10.1007/978-3-031-66218-8_34","title":"The Grand Narrative of Competitive Advantage and Toy Models","year":2024,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Royal University","funders":"","keywords":"Narrative; Competitive advantage; Computer science; Art; Economics; Literature; Management","authors":[{"name":"Issam Tlemsani","is_ca":false},{"name":"Robin Matthews","is_ca":false},{"name":"Mohamed Ashmel Mohamed Hashim","is_ca":false},{"name":"Osama El-Temtamy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03918392908613622,"gpt":0.2826006066003049,"spread":0.2434166775141687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006262573,0.000286893,0.0006817848,0.0002353221,0.0002517171,0.0001915038,0.0001060298,0.0001378742,0.000006671104],"category_scores_gemma":[0.0000745502,0.0001782153,0.00005155596,0.0001022842,0.0003757805,0.0003422633,0.0001576425,0.0002195905,0.00000944854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002308615,"about_ca_system_score_gemma":0.00001376631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002078621,"about_ca_topic_score_gemma":0.0001394993,"domain_scores_codex":[0.9985881,0.0000099699,0.0006602299,0.0003266208,0.0002688372,0.0001461823],"domain_scores_gemma":[0.9984809,0.0004391067,0.0003781818,0.000160215,0.000535314,0.00000633634],"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":[0.0002189937,0.000005538389,0.00002949254,0.000505904,0.0001995041,0.00001695171,0.0003509898,0.00002549854,0.000003736643,0.9915502,0.001255509,0.005837699],"study_design_scores_gemma":[0.002893863,0.0000545982,0.000103389,0.005829841,0.0002766487,0.00001285555,0.0236825,0.005610614,6.463182e-7,0.6658838,0.2951011,0.0005501364],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001486636,0.2093785,0.0008512523,0.0009895192,0.00322154,0.001749295,0.00005715019,0.00006128832,0.7822048],"genre_scores_gemma":[0.9693418,0.005900813,0.00000605729,0.0001761774,0.0004246219,0.00005094126,0.000008728988,0.0000303963,0.02406048],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9678552,"threshold_uncertainty_score":0.726741,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2472569632","doi":"10.1007/978-3-319-27568-0_11","title":"Energy-Aware Cognitive Radio Systems","year":2016,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Cognitive Radio Networks and Spectrum Sensing","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Cognitive radio; Computer science; Efficient energy use; Energy consumption; Quality of service; Overhead (engineering); Throughput; Computer network; Wireless; Channel (broadcasting); Energy (signal processing); Radio resource management; Telecommunications; Wireless network; Engineering; Electrical engineering","authors":[{"name":"Ebrahim Bedeer","is_ca":true},{"name":"Osama Amin","is_ca":false},{"name":"Octavia A. Dobre","is_ca":true},{"name":"Mohamed H. Ahmed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02994209129109401,"gpt":0.275033458859723,"spread":0.245091367568629,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008107902,0.0006802636,0.001778783,0.0004439842,0.0002829138,0.0003122285,0.0004478968,0.0003663762,0.000006356113],"category_scores_gemma":[0.00009753489,0.0004893242,0.0001941374,0.0001004653,0.0002818927,0.0002077371,0.0003703491,0.0003239168,0.00004568214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002701573,"about_ca_system_score_gemma":0.00008548123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002799634,"about_ca_topic_score_gemma":0.00005596723,"domain_scores_codex":[0.9962928,0.000196822,0.001075235,0.00116465,0.0007219196,0.0005485165],"domain_scores_gemma":[0.9949006,0.003231122,0.0005218717,0.0005635137,0.0006062966,0.0001765244],"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":[0.0002012021,0.0000239396,0.00005921727,0.0001741118,0.001108445,0.001327229,0.0005655265,0.00001691831,0.00000354841,0.4980144,0.006606578,0.4918989],"study_design_scores_gemma":[0.02581188,0.001408367,0.0001658591,0.08307088,0.0007708188,0.002736048,0.003572125,0.1483759,0.000004715516,0.08497065,0.6429013,0.006211503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00002482282,0.2371398,0.6265296,0.0001915945,0.006207136,0.0009741567,0.00009326967,0.0001609935,0.1286786],"genre_scores_gemma":[0.9022675,0.01552225,0.00004196791,0.0002374031,0.001333049,0.0000790702,0.000003713026,0.00006725311,0.08044786],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9022426,"threshold_uncertainty_score":0.9997559,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4288778998","doi":"10.1007/978-3-030-97273-8_49","title":"An Analysis of the Effects of Tourism Demand, Yield Curve, and Stock Returns on Economic Growth of Thailand: A Comparison Between the Bayesian DCC-GARCH and Bayesian Change-Point Methods","year":2022,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Econometrics; Volatility (finance); Bayesian probability; Autoregressive conditional heteroskedasticity; Economics; Quarter (Canadian coin); Stock (firearms); Tourism; Yield curve; Bayesian inference; Financial economics; Statistics; Mathematics; Interest rate; Monetary economics; Geography","authors":[{"name":"Pathairat Pastpipatkul","is_ca":false},{"name":"Pairach Piboonrungroj","is_ca":false},{"name":"Panicha Subsai","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06931317410779787,"gpt":0.4024513767300594,"spread":0.3331382026222615,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005680885,0.00029739,0.001947148,0.0006214629,0.0004292084,0.00005590415,0.0006222626,0.0002169159,0.00003631291],"category_scores_gemma":[0.0008452447,0.0001856358,0.0002259875,0.0001906798,0.001053418,0.0000989969,0.0004579964,0.0004603158,2.427231e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001258969,"about_ca_system_score_gemma":0.00007191458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005776916,"about_ca_topic_score_gemma":0.005040602,"domain_scores_codex":[0.9958348,0.001635487,0.0008890868,0.0005196409,0.0008338548,0.000287154],"domain_scores_gemma":[0.9881647,0.01016734,0.0008422341,0.0005485036,0.0001625922,0.0001146851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002303051,0.0003491379,0.6202004,0.002871026,0.02116091,0.0001210135,0.1213572,0.0001387351,0.00004991389,0.1126434,0.004354964,0.1144502],"study_design_scores_gemma":[0.02202281,0.01198424,0.5735945,0.0144164,0.02287092,0.00001453219,0.2292617,0.01921849,0.0002113513,0.07930052,0.02287988,0.004224687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4920969,0.3020308,0.006735297,0.009080068,0.006557734,0.03446188,0.002748847,0.0001407539,0.1461477],"genre_scores_gemma":[0.9941179,0.004748573,0.00008142776,0.00002912087,0.000147852,0.00007709706,0.000002450288,0.00001977838,0.0007757568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5020211,"threshold_uncertainty_score":0.8733008,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379507421","doi":"10.1007/978-3-031-30403-3_8","title":"Hybrid Multi-attribute Decision-Making Methods Based on Preferential Voting","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Voting; Computer science; Process (computing); Artificial intelligence; Data mining; Machine learning; Political science","authors":[{"name":"Mehdi Soltanifar","is_ca":false},{"name":"Hamid Sharafi","is_ca":false},{"name":"Farhad Hosseinzadeh Lotfı","is_ca":false},{"name":"Witold Pedrycz","is_ca":true},{"name":"Tofigh Allahviranloo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3180020934915572,"gpt":0.5070131577339035,"spread":0.1890110642423463,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.02541376,0.001652086,0.004829744,0.003990543,0.0009063256,0.001425464,0.00237718,0.0008237531,0.0003567249],"category_scores_gemma":[0.05883827,0.001222471,0.0008983354,0.0006300102,0.0005151561,0.0003376371,0.001716823,0.001476335,0.001195014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005243832,"about_ca_system_score_gemma":0.0002193524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001452767,"about_ca_topic_score_gemma":0.0001031286,"domain_scores_codex":[0.980779,0.001743245,0.006340051,0.003730812,0.006170756,0.001236126],"domain_scores_gemma":[0.902667,0.08993565,0.00247708,0.002507037,0.002044112,0.0003690547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002014608,0.0001432139,0.0008425598,0.0001710722,0.0006023017,0.001193473,0.0005698875,0.0106949,0.0000353533,0.008042299,0.02497911,0.9507113],"study_design_scores_gemma":[0.02056064,0.000740109,0.002648914,0.03332501,0.0005521203,0.0001932955,0.003106765,0.6524532,0.00001157906,0.07599313,0.2060633,0.004351846],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009507482,0.01410856,0.9484116,0.0001844744,0.02177738,0.003732621,0.0008521072,0.0004287917,0.009553667],"genre_scores_gemma":[0.9016806,0.0008272035,0.04063909,0.0008895042,0.001289817,0.0003665684,0.00002376968,0.000465251,0.05381817],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9463594,"threshold_uncertainty_score":0.9996226,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4368246931","doi":"10.1007/978-3-031-29962-9_9","title":"Attention Towards Energy Infrastructures: Challenges and Solutions","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Environmental economics; Renewable energy; Energy engineering; Electrification; Corporate governance; Sustainability; Business; Efficient energy use; Critical infrastructure; Energy market; Rural electrification; Engineering; Electricity; Computer science; Computer security; Economics; Finance","authors":[{"name":"He Li","is_ca":false},{"name":"Weiwen Peng","is_ca":false},{"name":"Sidum Adumene","is_ca":true},{"name":"Mohammad Yazdi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05745209365743016,"gpt":0.2582839712325953,"spread":0.2008318775751651,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003462044,0.0003750009,0.0007425062,0.0003900633,0.00009908517,0.00003958828,0.0001094304,0.0002324729,0.000005691706],"category_scores_gemma":[0.00005796436,0.0003337377,0.00006759888,0.00003576383,0.0001082224,0.00005471224,0.0002060322,0.0001700264,0.00001308738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001254589,"about_ca_system_score_gemma":0.000007654722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002381749,"about_ca_topic_score_gemma":0.0003671702,"domain_scores_codex":[0.9984645,0.00002826684,0.0005379919,0.0003857393,0.0003149732,0.0002685522],"domain_scores_gemma":[0.9992282,0.0002654198,0.00008009801,0.0002870515,0.00007583619,0.00006341936],"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":[0.00006002284,0.000009007405,0.00002492024,0.001287492,0.002482896,0.0001623206,0.0009520589,0.02013212,0.00001232454,0.5463875,0.03125931,0.39723],"study_design_scores_gemma":[0.004334335,0.0001742562,0.006099065,0.005059605,0.0004370185,0.00006072332,0.004206765,0.02514087,5.743213e-7,0.07256865,0.8803475,0.001570573],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002253108,0.7355797,0.009538873,0.0002450428,0.0112208,0.0007438898,0.00009903074,0.0006789347,0.2416685],"genre_scores_gemma":[0.4349362,0.5197441,0.00006111424,0.00005863831,0.0008706551,0.0002887813,0.00001928082,0.0001604146,0.04386084],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8490883,"threshold_uncertainty_score":0.9999115,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400869247","doi":"10.1007/978-3-031-62470-4_10","title":"Unraveling Complexity: FRAM Applications in Sociotechnical Systems Safety Analysis","year":2024,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Sociotechnical system; Computer science; Systems engineering; Engineering; Knowledge management","authors":[{"name":"Fakhredin Ghasemi","is_ca":false},{"name":"Esmaeil Zarei","is_ca":false},{"name":"Vahid Salehi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1665010329809059,"gpt":0.4280702734718461,"spread":0.2615692404909402,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008769294,0.000721712,0.004380914,0.003269761,0.0004210792,0.0005392046,0.001050419,0.0008282257,0.00008498858],"category_scores_gemma":[0.001154879,0.0005075779,0.0009503078,0.001796285,0.0006943744,0.0001267688,0.0005583175,0.00110329,0.0003371504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004875067,"about_ca_system_score_gemma":0.00009965001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003193234,"about_ca_topic_score_gemma":0.001721076,"domain_scores_codex":[0.9901837,0.0003682745,0.00445891,0.00188063,0.002605503,0.0005030445],"domain_scores_gemma":[0.9873244,0.009278206,0.0009173431,0.001528504,0.0007558173,0.000195722],"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":[0.0004170982,0.0001122509,0.003965862,0.0003348068,0.008531217,0.000304663,0.002284436,0.03208311,0.000002952592,0.8913659,0.004836602,0.05576109],"study_design_scores_gemma":[0.001579383,0.00007008878,0.0009578821,0.001530821,0.002643733,0.0000208091,0.01587462,0.08674907,7.073717e-8,0.3811352,0.5083874,0.001050883],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0003546674,0.5458205,0.275622,0.002383355,0.003260734,0.005152956,0.001673544,0.0002848175,0.1654474],"genre_scores_gemma":[0.8489395,0.03261979,0.0002424549,0.0001343957,0.000533234,0.000418132,0.00006459373,0.00008397483,0.1169639],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8485849,"threshold_uncertainty_score":0.9997376,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403423514","doi":"10.1007/978-3-031-66218-8_35","title":"Strategy Development: The Case of GAMA Power Systems","year":2024,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"ICT Impact and Policies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Royal University","funders":"","keywords":"Development (topology); History; Computer science; Mathematics","authors":[{"name":"Issam Tlemsani","is_ca":false},{"name":"Mohamed Ashmel Mohamed Hashim","is_ca":false},{"name":"Osama El-Temtamy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03440495426339828,"gpt":0.2947664778653811,"spread":0.2603615236019828,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005287394,0.0003944584,0.0009342384,0.0002379748,0.00008703814,0.00009288793,0.0001436987,0.0002254622,0.00001297966],"category_scores_gemma":[0.00003398668,0.0002429112,0.00008460621,0.00005283018,0.0001305544,0.0000382915,0.00007133612,0.0002970898,0.00005755292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001050717,"about_ca_system_score_gemma":0.00003383256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005791989,"about_ca_topic_score_gemma":0.00009195149,"domain_scores_codex":[0.9984741,0.00002604157,0.000884084,0.0001384799,0.0002249022,0.0002524039],"domain_scores_gemma":[0.9987596,0.000655017,0.0001140972,0.0002985206,0.0001180996,0.00005465025],"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":[0.0003333004,0.00004331477,0.00009327958,0.01394056,0.01116369,0.006214214,0.08596338,0.01887698,0.00007041252,0.72521,0.09724484,0.04084605],"study_design_scores_gemma":[0.002261192,0.000212211,0.00005776617,0.01169273,0.0004092164,0.003354411,0.05660295,0.003735723,0.000007895991,0.003355156,0.9170324,0.001278393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01083262,0.6532124,0.0002780967,0.0000270591,0.006077796,0.001302785,0.0002027738,0.0001483231,0.3279182],"genre_scores_gemma":[0.9384592,0.002785331,0.000001684987,0.00001205318,0.0001299935,0.00005433269,0.000001839986,0.00005781491,0.05849778],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9276266,"threshold_uncertainty_score":0.9905632,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3207836379","doi":"10.1007/978-3-030-84997-9_3","title":"A Procedure for Multiattribute Reverse Auctions with Two Strategic Parameters","year":2021,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University; Concordia University","funders":"","keywords":"Common value auction; Reverse auction; Transparency (behavior); Forward auction; Microeconomics; Revenue equivalence; Computer science; Auction theory; Reservation; English auction; Preference; Competitor analysis; Unique bid auction; Eauction; Vickrey–Clarke–Groves auction; Business; Economics; Marketing; Computer security","authors":[{"name":"Gregory E. Kersten","is_ca":true},{"name":"Tomasz Szapiro","is_ca":false},{"name":"Shikui Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2381427148165564,"gpt":0.4257909198790787,"spread":0.1876482050625223,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002274193,0.000450201,0.001339656,0.0003781253,0.0005298024,0.0002570694,0.0003761187,0.0002381477,0.00006161082],"category_scores_gemma":[0.001236513,0.0003012374,0.0002202933,0.0002565266,0.0004562584,0.0001478424,0.0001054008,0.0003402229,0.00009132377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143761,"about_ca_system_score_gemma":0.0001723652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001015945,"about_ca_topic_score_gemma":0.0001546665,"domain_scores_codex":[0.9961661,0.0001419064,0.001356129,0.001129658,0.0008997271,0.0003065177],"domain_scores_gemma":[0.992096,0.004898702,0.0007801742,0.0007879373,0.001295973,0.0001412058],"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":[0.001736762,0.0001465728,0.000250747,0.0002583819,0.001442948,0.0001177645,0.001148944,0.004624892,0.00002826209,0.9143397,0.056449,0.01945608],"study_design_scores_gemma":[0.008835889,0.000418386,0.00004387676,0.002073551,0.0004766049,0.0003383215,0.03510611,0.002154267,0.000003923556,0.5546287,0.3948438,0.001076636],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0136128,0.169684,0.5329499,0.008688352,0.01475021,0.03464776,0.006653904,0.0007256839,0.2182874],"genre_scores_gemma":[0.5368359,0.001840454,0.0026205,0.0005980981,0.0005412424,0.002190764,0.00004546378,0.00009655622,0.455231],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5303295,"threshold_uncertainty_score":0.999944,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3194730163","doi":"10.1007/978-3-030-82922-3_2","title":"Continuous Random Variables","year":2021,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Random variable; Probability density function; Mathematics; Algebra of random variables; Probability theory; Random element; Probability distribution; Random function; Sum of normally distributed random variables; Function (biology); Probability mass function; Characteristic function (probability theory); Probability-generating function; Set (abstract data type); Discrete mathematics; Moment-generating function; Multivariate random variable; Computer science; Statistics","authors":[{"name":"Muammer Çatak","is_ca":false},{"name":"Tofigh Allahviranloo","is_ca":false},{"name":"Witold Pedrycz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04632018263490326,"gpt":0.2969328402805525,"spread":0.2506126576456492,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001131331,0.000434643,0.001551493,0.0001955606,0.000157674,0.0002984633,0.0005630184,0.0003131968,0.00001412778],"category_scores_gemma":[0.0002957114,0.0003492678,0.0001338142,0.00007207794,0.0001423567,0.0001219363,0.0004004165,0.0003801023,0.00003745885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007357774,"about_ca_system_score_gemma":0.0001123157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002230422,"about_ca_topic_score_gemma":0.00001912305,"domain_scores_codex":[0.9972809,0.0001255422,0.0009211814,0.0008440415,0.0005038559,0.000324501],"domain_scores_gemma":[0.9969255,0.001501713,0.0002920698,0.0007173095,0.000455055,0.0001083696],"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":[0.0001212063,0.00002756698,0.00003052046,0.0001869109,0.000475864,0.0005714151,0.0006595898,0.000157196,0.00001251249,0.8823521,0.008411651,0.1069935],"study_design_scores_gemma":[0.0236599,0.0005338178,0.00003986062,0.01740261,0.0003728547,0.0007176379,0.001626544,0.08066601,0.000006325902,0.320834,0.5509827,0.003157847],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0000222177,0.1824989,0.7168905,0.0001936405,0.002969272,0.000552586,0.00002000812,0.0001088411,0.09674396],"genre_scores_gemma":[0.5751349,0.0401188,0.007162753,0.001544037,0.001027386,0.0002848186,0.00001156727,0.0001135696,0.3746022],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7097278,"threshold_uncertainty_score":0.9998959,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2533369501","doi":"10.1007/978-3-319-48290-3_4","title":"Output Feedback RHC of NCSs with Intermittent Measurements","year":2016,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Control theory (sociology); Output feedback; Observer (physics); Controller (irrigation); State (computer science); Horizon; Full state feedback; Robust control; Computer science; Feedback controller; State observer; Robustness (evolution); Control engineering; Engineering; Control system; Mathematics; Control (management); Algorithm; Nonlinear system; Artificial intelligence","authors":[{"name":"Huiping Li","is_ca":false},{"name":"Yang Shi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04518956931855012,"gpt":0.2650825679209498,"spread":0.2198929986023996,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004343599,0.0005108037,0.0015159,0.0002876086,0.00004582032,0.00002362135,0.0001911912,0.0002294768,0.000007235214],"category_scores_gemma":[0.0000943335,0.0003457802,0.00009182018,0.00004035671,0.0001380988,0.0001002329,0.00006431356,0.0001801344,0.00002334779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002950898,"about_ca_system_score_gemma":0.00001952885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003624561,"about_ca_topic_score_gemma":0.00003755185,"domain_scores_codex":[0.9975417,0.00004171596,0.001133865,0.0004123335,0.0005948005,0.0002756292],"domain_scores_gemma":[0.9983097,0.0003418164,0.0003838003,0.0004490135,0.0004395915,0.00007606394],"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":[0.005003891,0.0001480934,0.005758275,0.009660349,0.01864983,0.0004321547,0.004267316,0.1601746,0.0009658242,0.03263608,0.0129469,0.7493567],"study_design_scores_gemma":[0.1577664,0.004239392,0.002797945,0.2552578,0.003807116,0.0007401969,0.008641998,0.06222744,0.000135439,0.01848662,0.4723671,0.0135326],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0006385791,0.2432262,0.3793896,0.00008392455,0.007328183,0.006419179,0.0002777982,0.0004605594,0.3621759],"genre_scores_gemma":[0.9624053,0.002702444,0.0002208577,0.00002183922,0.0002331675,0.0001752024,0.000002910424,0.0001355709,0.03410272],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9617667,"threshold_uncertainty_score":0.9998994,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413269397","doi":"10.1007/978-3-031-87550-2_96","title":"E-governance and the Future of Public Administration","year":2025,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"E-Government and Public Services","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor; Windsor Clinical Research","funders":"","keywords":"Corporate governance; Administration (probate law); Public administration; Political science; Business; Law; Finance","authors":[{"name":"Ismail Mseer","is_ca":true},{"name":"Ahmad Abdelhafiz Ali Samhan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03079149386203666,"gpt":0.3232937199800342,"spread":0.2925022261179975,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002174286,0.0001757164,0.0006339391,0.00005563041,0.0002801763,0.0001614086,0.0002427681,0.0002139351,0.00001937449],"category_scores_gemma":[0.0003469405,0.0001112551,0.00006464922,0.00006519186,0.0008101852,0.0001589948,0.0001017854,0.0001596758,0.000001360155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007282798,"about_ca_system_score_gemma":0.0001456827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001798446,"about_ca_topic_score_gemma":0.00717224,"domain_scores_codex":[0.9982312,0.0001861021,0.0005051028,0.0002595516,0.0006648239,0.0001532223],"domain_scores_gemma":[0.997323,0.001770941,0.0004473847,0.0001919074,0.0002272588,0.00003952221],"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":[0.0001274642,0.000005086228,0.0004366145,0.00009382481,0.0001214065,0.000002403588,0.001709886,5.049194e-8,8.611977e-8,0.9630687,0.003570858,0.03086361],"study_design_scores_gemma":[0.002085089,0.00003783243,0.0002904632,0.0006538731,0.00006209673,0.000001187917,0.02540589,0.00001944828,7.530172e-8,0.01865069,0.9526548,0.0001385811],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004946627,0.3995679,0.00006910376,0.01382765,0.002574917,0.001139148,0.00008143299,0.00001927297,0.5822259],"genre_scores_gemma":[0.7642173,0.07889947,0.000008483935,0.0003005537,0.0006106533,0.00004465337,0.000001967159,0.000007095862,0.1559099],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9490839,"threshold_uncertainty_score":0.4536853,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3144594103","doi":"10.1007/978-3-030-62147-6_8","title":"Distributed Consensus Control for Nonlinear Multi-agent Systems","year":2021,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Hamilton–Jacobi–Bellman equation; Bellman equation; Consensus; Dynamic programming; Nonlinear system; Mathematical optimization; Computer science; Optimal control; Heuristic; Multi-agent system; Control theory (sociology); Function (biology); Mathematics; Control (management); Artificial intelligence","authors":[{"name":"Xin Chen","is_ca":false},{"name":"Min Wu","is_ca":false},{"name":"Witold Pedrycz","is_ca":true},{"name":"Krzysztof Gałkowski","is_ca":false},{"name":"Wojciech Paszke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06871922818185047,"gpt":0.3213294340802961,"spread":0.2526102058984456,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002687826,0.001421282,0.004358385,0.0005141124,0.0004694292,0.0008050356,0.001409398,0.0008943046,0.000005773626],"category_scores_gemma":[0.001611372,0.001240245,0.0006461616,0.0002193587,0.000357815,0.0001776525,0.0005135525,0.0006612602,0.00008129147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007654715,"about_ca_system_score_gemma":0.0003422578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000079745,"about_ca_topic_score_gemma":0.0000878491,"domain_scores_codex":[0.9913173,0.0004986463,0.00338507,0.002289871,0.00133362,0.001175449],"domain_scores_gemma":[0.9885662,0.005207886,0.001613664,0.001997821,0.002166817,0.0004476469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003456767,0.001415777,0.001102996,0.009529101,0.02325978,0.008236514,0.002316926,0.02173733,0.0004039541,0.7449457,0.1350041,0.04859103],"study_design_scores_gemma":[0.03010239,0.0003466371,0.0000625598,0.005227783,0.000512913,0.0003501224,0.001315803,0.4898118,0.000002046596,0.0005087222,0.46995,0.001809249],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00005016967,0.1687998,0.8019712,0.0004739611,0.01231796,0.007712949,0.006706836,0.0003377274,0.001629353],"genre_scores_gemma":[0.8733205,0.00546026,0.005436376,0.0009374682,0.002882695,0.005094727,0.0008078692,0.0004735596,0.1055866],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8732703,"threshold_uncertainty_score":0.9998537,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414730490","doi":"10.1007/978-3-031-96704-7_7","title":"Analysis of Numerical Methods","year":2025,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brandon University","funders":"","keywords":"Symbolic computation; Representation (politics); Numerical analysis; Nonlinear system; Maple; Iterative method; Calculus (dental)","authors":[{"name":"Zahra Eidinejad","is_ca":false},{"name":"Reza Saadati","is_ca":false},{"name":"Tofigh Allahviranloo","is_ca":false},{"name":"Chenkuan Li","is_ca":true},{"name":"Javad Vahidi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03829659339788836,"gpt":0.4072432246457933,"spread":0.3689466312479049,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005536195,0.0002604522,0.001797831,0.0004131453,0.0000610442,0.00002046496,0.0001332413,0.0001083783,0.00009047071],"category_scores_gemma":[0.00004346269,0.0002009031,0.0003681252,0.0001515779,0.0001110155,0.00001792827,0.0001261719,0.0001995126,0.000003603177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002796478,"about_ca_system_score_gemma":0.0000403313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000843719,"about_ca_topic_score_gemma":0.000006342569,"domain_scores_codex":[0.9983851,0.0001002424,0.0008069003,0.000352813,0.0001968012,0.0001581108],"domain_scores_gemma":[0.9976705,0.001467783,0.0002918556,0.0003431078,0.0001775254,0.00004923165],"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":[0.0001582436,0.00009927609,0.01015791,0.0002392693,0.02737024,0.00001362741,0.0007100226,0.0004590647,0.000006339324,0.6163575,0.00416364,0.3402649],"study_design_scores_gemma":[0.005613802,0.0002433533,0.00205953,0.003111035,0.01397738,0.000001951716,0.006403122,0.04623512,0.000004377354,0.06556853,0.8552438,0.001537996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002251098,0.06008647,0.2413458,0.00009491682,0.001959352,0.001042578,0.001072024,0.00002554964,0.6941482],"genre_scores_gemma":[0.6479393,0.001333478,0.004273379,0.0001205056,0.0007232539,0.00008438717,0.00007237284,0.00005297092,0.3454004],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8510802,"threshold_uncertainty_score":0.8192592,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379507640","doi":"10.1007/978-3-031-30403-3_7","title":"Preferential Voting Based on Undesirable Voters","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Voting; Process (computing); Computer science; Management science; Operations research; Mathematics; Political science; Economics","authors":[{"name":"Mehdi Soltanifar","is_ca":false},{"name":"Hamid Sharafi","is_ca":false},{"name":"Farhad Hosseinzadeh Lotfı","is_ca":false},{"name":"Witold Pedrycz","is_ca":true},{"name":"Tofigh Allahviranloo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3761633810815831,"gpt":0.4495771729754204,"spread":0.07341379189383729,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009357661,0.0009194976,0.002696021,0.002243193,0.0004743518,0.000883482,0.001259281,0.0006104459,0.0002392568],"category_scores_gemma":[0.01082792,0.000662818,0.0004200532,0.0003824045,0.0003548046,0.0001913041,0.000611941,0.0007664912,0.001376536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00030731,"about_ca_system_score_gemma":0.00012955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002409651,"about_ca_topic_score_gemma":0.000150757,"domain_scores_codex":[0.9886922,0.0005402048,0.003370637,0.002111696,0.004573186,0.0007120543],"domain_scores_gemma":[0.9728284,0.02319196,0.001288116,0.001507302,0.0009459011,0.000238293],"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":[0.006013445,0.0002359815,0.002037332,0.0005842792,0.001314354,0.001578039,0.002010436,0.02468027,0.0001142575,0.1362283,0.1793827,0.6458206],"study_design_scores_gemma":[0.02343423,0.001154422,0.001920454,0.02237105,0.0004272542,0.00006969588,0.006474908,0.3537443,0.00000679172,0.1420196,0.4442913,0.004086019],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004877116,0.03874925,0.2166761,0.002182076,0.08566598,0.01484424,0.001724325,0.001568381,0.6337125],"genre_scores_gemma":[0.8097554,0.0003110413,0.0003018783,0.0004998022,0.0005707301,0.0001054462,0.000008013301,0.000150337,0.1882973],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8048784,"threshold_uncertainty_score":0.9995823,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388570036","doi":"10.1007/978-3-031-42253-9_6","title":"Reinventing the Gravity Model: The Significance of Real-Time Data and Time-Related Factors in International Trade","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Global trade and economics","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"HEC Montréal","funders":"","keywords":"Gravity model of trade; Realm; Economics; Geographical distance; Currency; Regional science; Computer science; Data science; Economic geography; International trade; Geography; Macroeconomics; Sociology","authors":[{"name":"Thierry Warin","is_ca":true},{"name":"Aleksandar Stojkov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1377520845080702,"gpt":0.2843317203134687,"spread":0.1465796358053985,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00189878,0.0002373669,0.0009377466,0.0001759898,0.00009560621,0.00005969073,0.0005701504,0.0001743533,0.00001198808],"category_scores_gemma":[0.0002792706,0.0001706991,0.00007599483,0.00006033993,0.0002352472,0.0001035668,0.0003183849,0.0002642162,0.00003030087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009972105,"about_ca_system_score_gemma":0.00001545017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002434214,"about_ca_topic_score_gemma":0.0001011923,"domain_scores_codex":[0.9978507,0.00002984294,0.001318505,0.0005353146,0.00007775474,0.0001878757],"domain_scores_gemma":[0.9976982,0.0009996573,0.0007125104,0.0005419495,0.00001702194,0.00003064673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003619669,0.00008829791,0.02592649,0.000358365,0.002698266,0.00004343228,0.005924592,0.01179454,0.00002870275,0.9352843,0.01312139,0.00436967],"study_design_scores_gemma":[0.004210717,0.00009868963,0.008901935,0.001426738,0.0001187519,0.00001516031,0.003373284,0.5880796,7.973115e-7,0.3486797,0.04411323,0.0009814335],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1768108,0.1421084,0.0009345186,0.009393277,0.0110037,0.01069679,0.02184517,0.0002466673,0.6269606],"genre_scores_gemma":[0.9743081,0.01340137,0.00001484187,0.00004788608,0.00006556948,0.00002424665,0.00004441971,0.0000339835,0.01205954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7974973,"threshold_uncertainty_score":0.6960909,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380786161","doi":"10.1007/978-3-031-34728-3_7","title":"Manta Ray Foraging and Jaya Hybrid Optimization of Concrete Filled Steel Tubular Stub Columns Based on CO2 Emission","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Structural engineering; Stub (electronics); Metaheuristic; Dimensioning; Engineering; Materials science; Computer science; Algorithm","authors":[{"name":"Celal Çakıroğlu","is_ca":false},{"name":"Kamrul Islam","is_ca":true},{"name":"Gebrai̇l Bekdaş","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01978456362384504,"gpt":0.2499203553126264,"spread":0.2301357916887814,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005670878,0.0004490681,0.001461473,0.0004874194,0.0001256925,0.0000592803,0.0001440879,0.0001958587,0.00001860737],"category_scores_gemma":[0.0002907741,0.0003894286,0.0001261809,0.0000968065,0.0001146335,0.0000484902,0.00009400507,0.0002766025,0.000004661953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001391035,"about_ca_system_score_gemma":0.00001691982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003029039,"about_ca_topic_score_gemma":0.000008023556,"domain_scores_codex":[0.9977596,0.00006331503,0.0009220303,0.0004850212,0.0005240566,0.0002459471],"domain_scores_gemma":[0.9978516,0.001215024,0.0002520951,0.0003956503,0.0001967976,0.00008884439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008702808,0.000006729467,0.0008049921,0.002783436,0.002872346,0.0003471543,0.0007103392,0.9751433,0.001558109,0.001040945,0.006278558,0.0075838],"study_design_scores_gemma":[0.00454302,0.0001561428,0.0001344468,0.005468212,0.0004284582,0.00001279343,0.0007531099,0.9851515,0.0001028037,0.0002060131,0.002443906,0.0005995973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2744304,0.3668804,0.119347,0.0008099123,0.02632453,0.0265168,0.004920242,0.004729346,0.1760415],"genre_scores_gemma":[0.9873714,0.003651552,0.0002557497,0.00003179513,0.00009868047,0.00005578487,0.00003781568,0.0001086863,0.008388514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7129411,"threshold_uncertainty_score":0.9998558,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402144974","doi":"10.1007/978-3-031-62106-2_9","title":"A Scoping Review of Corporate Social Responsibility (CSR) in Project Management Through a Sustainability Perspective","year":2024,"lang":"en","type":"review","venue":"Studies in systems, decision and control","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Corporate social responsibility; Perspective (graphical); Sustainability; Business; Corporate sustainability; Public relations; Political science; Computer science; Ecology","authors":[{"name":"Shiva Foroutan","is_ca":true},{"name":"Davar Rezania","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1852902941613713,"gpt":0.4710716793122075,"spread":0.2857813851508362,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01205743,0.0007475785,0.005464206,0.000947466,0.0001965867,0.0001980404,0.0003687371,0.0002787039,0.000005652112],"category_scores_gemma":[0.01108724,0.0005753339,0.0006357199,0.003395429,0.0004624078,0.0004222032,0.001026755,0.0006120231,0.00001236332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001812523,"about_ca_system_score_gemma":0.0009335938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007625768,"about_ca_topic_score_gemma":0.0006421834,"domain_scores_codex":[0.9921865,0.0008600394,0.004070909,0.001478819,0.0008427578,0.0005610014],"domain_scores_gemma":[0.9930511,0.00145258,0.003393094,0.0006935129,0.001394536,0.00001522079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003068165,0.0001106715,0.0001789757,0.8403247,0.0003558147,0.0004106513,0.0006551292,4.666622e-7,3.091156e-8,0.01046921,0.0005160098,0.1466715],"study_design_scores_gemma":[0.001111667,0.00003068849,0.00006984556,0.8752959,0.001705841,0.00001374295,0.02133427,0.00003310205,7.070074e-9,0.03058226,0.06915208,0.0006705246],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001650638,0.9827285,0.00004801276,0.0001325855,0.0007621033,0.01409852,0.000020433,0.00007330762,0.001971459],"genre_scores_gemma":[0.003638486,0.9940075,0.00003090896,0.0001209487,0.00034855,0.001639028,0.000007797126,0.00006101282,0.0001458012],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.146001,"threshold_uncertainty_score":0.9996698,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}