{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":9,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":9,"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":"0ab32cfe3ac9","filters":{"venue":"Franklin Open"}},"results":[{"id":"W4392246768","doi":"10.1016/j.fraope.2024.100078","title":"A quad port MIMO antenna with improved bandwidth and high gain for 38 GHz 5G applications","year":2024,"lang":"en","type":"article","venue":"Franklin Open","topic":"Antenna Design and Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"MIMO; Diversity gain; Antenna factor; HFSS; Electronic engineering; Antenna (radio); Antenna gain; Antenna measurement; Reflection coefficient; Telecommunications; Antenna efficiency; Antenna noise temperature; Electrical engineering; Physics; Computer science; Engineering; Dipole antenna; Microstrip antenna; Channel (broadcasting)","authors":[{"name":"Nour El Houda Nasri","is_ca":false},{"name":"Mohammed El Ghzaoui","is_ca":false},{"name":"Mohammed Fattah","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01023988496453457,"gpt":0.2390014210268865,"spread":0.2287615360623519,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001437848,0.0005554248,0.0003523551,0.0002695321,0.000127424,0.0003766626,0.0005098758,0.0006222015,0.001894148],"category_scores_gemma":[0.0001647464,0.0001738073,0.0003945075,0.000366272,0.0001265925,0.0003263319,0.0003179428,0.0003648449,0.00179577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002077767,"about_ca_system_score_gemma":0.0001064933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001757943,"about_ca_topic_score_gemma":0.0002410204,"domain_scores_codex":[0.9997984,0.00004103038,0.00001058161,0.00004887883,0.00005817928,0.00004299742],"domain_scores_gemma":[0.9998599,0.00001586074,0.00003341262,0.00003125432,0.00004554629,0.00001404019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004488432,0.0000883646,0.003245446,0.0002902333,0.0001038632,0.001274229,0.0001125932,0.02215257,0.7566167,0.007714788,0.008826387,0.199126],"study_design_scores_gemma":[0.0001331669,0.003577073,0.01318245,0.00008581189,0.0002468326,0.01349818,0.0001941003,0.3648323,0.4895513,0.003659429,0.1108154,0.0002238113],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1845949,0.001189086,0.7841789,0.0006793355,0.0005868052,0.00005196056,0.0002509915,0.002462774,0.02600535],"genre_scores_gemma":[0.8216216,0.0005162199,0.1660664,0.0005674386,0.0001582282,0.00005856618,0.000291183,0.0000661944,0.0106542],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001894148,"threshold_uncertainty_score":0.00633657,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405285887","doi":"10.1016/j.fraope.2024.100197","title":"An object detection solution for early detection of taro leaf blight disease in the West African sub-region","year":2024,"lang":"en","type":"article","venue":"Franklin Open","topic":"Smart Agriculture and AI","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"International Development Research Centre","keywords":"Blight; Disease; Geography; Object (grammar); Biology; Horticulture; Computer science; Medicine; Artificial intelligence; Pathology","authors":[{"name":"Chidiebere Nwaneto","is_ca":false},{"name":"Chika Yinka-Banjo","is_ca":false},{"name":"Ogban-Asuquo Ugot","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02148348319518633,"gpt":0.2421125535748304,"spread":0.220629070379644,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004021531,0.0007284359,0.0004981371,0.0007783745,0.0003289168,0.0006246665,0.0007739441,0.0008383692,0.001028009],"category_scores_gemma":[0.0005268734,0.0002177833,0.0004863467,0.0004270864,0.0001446679,0.0007126246,0.0006759762,0.000529113,0.0006895731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005138909,"about_ca_system_score_gemma":0.0005148253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007639509,"about_ca_topic_score_gemma":0.01103051,"domain_scores_codex":[0.9998143,0.00001668106,0.00001054941,0.00007791389,0.00003842083,0.00004214273],"domain_scores_gemma":[0.9998374,0.00003793977,0.00002364074,0.00002164908,0.0000635777,0.00001581495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007216673,0.0004316163,0.02373961,0.0002988359,0.0001568507,0.0006214353,0.0003330378,0.03378978,0.1329206,0.001242554,0.01096604,0.794778],"study_design_scores_gemma":[0.00005344802,0.0003459225,0.02276886,0.00006678092,0.0001067067,0.0004380508,0.0003267543,0.9039088,0.0588429,0.001721534,0.01138377,0.00003639597],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4886262,0.002648425,0.4862887,0.0008918755,0.0002549294,0.0002954394,0.002416692,0.01231663,0.006261003],"genre_scores_gemma":[0.7509522,0.0007346719,0.2378994,0.0003548744,0.0000498672,0.0001248973,0.003458406,0.0001053997,0.006320332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007639509,"threshold_uncertainty_score":0.01519006,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405198979","doi":"10.1016/j.fraope.2024.100196","title":"Energy conservation and techno-environmental analysis in natural gas liquefaction with single and dual-mixed refrigerants: A comparison","year":2024,"lang":"en","type":"article","venue":"Franklin Open","topic":"Oil, Gas, and Environmental Issues","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Refrigerant; Liquefaction; Environmental science; Dual (grammatical number); Natural gas; Liquefied natural gas; Greenhouse gas; Energy conservation; Natural (archaeology); Energy analysis; Energy (signal processing); Waste management; Chemistry; Engineering; Thermodynamics; Geography; Geology; Physics; Mathematics; Organic chemistry; Gas compressor; Statistics","authors":[{"name":"Edose Osagie","is_ca":false},{"name":"Wilson Ekpotu","is_ca":true},{"name":"Joseph Akintola","is_ca":false},{"name":"Queen Moses","is_ca":false},{"name":"Philemon Udom","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01157595437544867,"gpt":0.2384292771625442,"spread":0.2268533227870955,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000285751,0.0002615734,0.0004306581,0.0007054446,0.0001936438,0.000424672,0.0002690694,0.0002678041,0.001218649],"category_scores_gemma":[0.000332377,0.0001358407,0.0008430821,0.0007671377,0.0001873966,0.0005262094,0.0002042976,0.0001934333,0.0001287659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006727188,"about_ca_system_score_gemma":0.0002377771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005006841,"about_ca_topic_score_gemma":0.003713463,"domain_scores_codex":[0.9998639,0.00002065982,0.0000077724,0.00002338266,0.00006399268,0.00002033657],"domain_scores_gemma":[0.9998209,0.0001022042,0.00001465162,0.00000917322,0.00004842657,0.000004705301],"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":[0.001642904,0.0005585246,0.03320679,0.000708202,0.0002207533,0.0005779872,0.0001466634,0.6877523,0.2037772,0.002719669,0.0006614966,0.06802753],"study_design_scores_gemma":[0.00004167201,0.001176045,0.03809918,0.00002223164,0.0001156191,0.0001291814,0.0002155561,0.7844624,0.1733987,0.0007774784,0.001513121,0.00004887933],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917277,0.0007861212,0.004562847,0.00004187274,0.00000773307,0.00001619973,0.0002692213,0.00003626224,0.002552144],"genre_scores_gemma":[0.998004,0.0003029352,0.0008103572,0.00000446233,0.000001824835,0.00001231393,0.0001520131,0.0000094352,0.0007025874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005006841,"threshold_uncertainty_score":0.009955406,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7117542524","doi":"10.1016/j.fraope.2025.100481","title":"Sustainable electrification and water desalination with distributed renewable energy sources","year":2025,"lang":"en","type":"article","venue":"Franklin Open","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","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 Windsor","funders":"","keywords":"Renewable energy; Cogeneration; Desalination; Electricity; Wind power; Electrification; Diesel generator; Renewable resource","authors":[{"name":"Reza Babaei","is_ca":true},{"name":"David S.-K. Ting","is_ca":true},{"name":"Rupp Carriveau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00550768460399767,"gpt":0.2074283341751098,"spread":0.2019206495711121,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001464543,0.0003035381,0.0001083446,0.0003105584,0.0002288221,0.0004948185,0.0002856494,0.0002603917,0.002236081],"category_scores_gemma":[0.0002253682,0.00006358018,0.0002318389,0.0005348144,0.0002793238,0.0007133999,0.0004925463,0.0002157002,0.0002423747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005588593,"about_ca_system_score_gemma":0.0006253053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004860636,"about_ca_topic_score_gemma":0.01391118,"domain_scores_codex":[0.9998751,0.00003113918,0.000003966574,0.00001594461,0.00005532724,0.00001863829],"domain_scores_gemma":[0.9999448,0.0000138387,0.00001144866,0.000006953354,0.00001742798,0.000005550166],"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":[0.0002675524,0.0002421517,0.03335501,0.001014912,0.0002480428,0.001432612,0.0002896207,0.3680004,0.0659842,0.07026077,0.003954101,0.4549507],"study_design_scores_gemma":[0.0001704883,0.000961563,0.05804392,0.0004233569,0.0002484687,0.001377144,0.005095512,0.5041646,0.1000268,0.08760846,0.2417498,0.0001298964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8457665,0.004872297,0.04405512,0.002281289,0.0001251049,0.00009089796,0.0003085985,0.0001200017,0.1023801],"genre_scores_gemma":[0.9886627,0.00125187,0.004471368,0.00005841314,0.000009270159,0.00002167822,0.00007488509,0.000006082285,0.005443772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004860636,"threshold_uncertainty_score":0.009664714,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401260612","doi":"10.1016/j.fraope.2024.100140","title":"Analytical design of modified Smith predictor for second-order stable time delay plants incorporating a zero","year":2024,"lang":"en","type":"article","venue":"Franklin Open","topic":"Advanced Control Systems Design","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 Alberta","funders":"","keywords":"Robustness (evolution); Control theory (sociology); PID controller; Lag; Smith predictor; Computer science; Control signal; Robust control; Control engineering; Control system; Engineering; Temperature control; Control (management); Artificial intelligence","authors":[{"name":"Saeed Tavakoli","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02840764931698199,"gpt":0.2604528414258502,"spread":0.2320451921088682,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004262418,0.0005731526,0.0004577008,0.0002878184,0.0003583504,0.0007026196,0.0004790029,0.0005782634,0.003055255],"category_scores_gemma":[0.0008327093,0.0003003296,0.0003472915,0.000291752,0.0004198676,0.0004044161,0.0003155428,0.0007367405,0.000398675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004508252,"about_ca_system_score_gemma":0.001153491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00169995,"about_ca_topic_score_gemma":0.0019475,"domain_scores_codex":[0.9997954,0.00004303257,0.000008583668,0.00003909471,0.00009232328,0.00002153853],"domain_scores_gemma":[0.9997032,0.0001298255,0.00003394105,0.00001874051,0.0001044867,0.000009720584],"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":[0.0002154436,0.00008418329,0.001195761,0.0007263129,0.0000624856,0.0003883678,0.0003451485,0.7314572,0.1021888,0.0482422,0.001941628,0.1131525],"study_design_scores_gemma":[0.00001331426,0.000148425,0.0001737962,0.00001594963,0.00001229346,0.0000690064,0.00001606809,0.9878097,0.008085203,0.001637729,0.002009637,0.000008874935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008505932,0.00022929,0.9881732,0.00006752559,0.00004957642,0.0000418189,0.00001372481,0.0002023628,0.002716456],"genre_scores_gemma":[0.8532459,0.0008144387,0.1386656,0.00006143941,0.00005513099,0.0001880419,0.00005584058,0.00003781084,0.006875732],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003055255,"threshold_uncertainty_score":0.01022083,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387783401","doi":"10.1016/j.fraope.2023.100044","title":"Adaptive control of a linear first-order discrete-time system providing linear-like behaviour and asymptotic tracking","year":2023,"lang":"en","type":"article","venue":"Franklin Open","topic":"Control Systems and Identification","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Control theory (sociology); Estimator; Exponential stability; Linear system; Robustness (evolution); Adaptive control; Mathematics; Controller (irrigation); Discrete time and continuous time; Computer science; Mathematical optimization; Nonlinear system; Control (management)","authors":[{"name":"Hassaan Ali Qazi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01463068822087403,"gpt":0.2347951159687376,"spread":0.2201644277478635,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005118852,0.0006075299,0.000470968,0.0002196914,0.0002877522,0.0006950467,0.0004749856,0.0005752282,0.001213272],"category_scores_gemma":[0.001377054,0.0001559614,0.0004497605,0.0002525874,0.0007416098,0.0003303961,0.0005640218,0.0008263246,0.000239511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003531481,"about_ca_system_score_gemma":0.0004821355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002500464,"about_ca_topic_score_gemma":0.00153007,"domain_scores_codex":[0.999688,0.00006476642,0.00001468189,0.00007630229,0.0001204069,0.00003588981],"domain_scores_gemma":[0.9995016,0.0002404306,0.00008600789,0.00004972603,0.0001045369,0.00001773567],"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":[0.0001541473,0.00008491667,0.000978792,0.0003795498,0.00009535081,0.0004682423,0.0005161715,0.7650921,0.09391768,0.03657959,0.0008728542,0.1008606],"study_design_scores_gemma":[0.000009163398,0.0001192296,0.0003116575,0.000008883231,0.000009907164,0.00005760483,0.00001241422,0.9918005,0.004746753,0.00202135,0.0008929987,0.00000951909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04122813,0.0002655427,0.951489,0.0001657704,0.00006435812,0.00003726343,0.00001824214,0.0003808021,0.006350935],"genre_scores_gemma":[0.9665328,0.0002020322,0.02911384,0.00005128108,0.00002978952,0.00006421882,0.00002637494,0.00001766314,0.003961967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002500464,"threshold_uncertainty_score":0.004971862,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415218034","doi":"10.1016/j.fraope.2025.100386","title":"Towards green transportation: Predictive modeling of intersection congestion using machine learning for sustainable urban traffic management","year":2025,"lang":"en","type":"article","venue":"Franklin Open","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Gradient boosting; Feature selection; Interpretability; Boosting (machine learning); Traffic congestion; Intersection (aeronautics); Random forest; Support vector machine","authors":[{"name":"Bappa Muktar","is_ca":true},{"name":"Vincent Fono","is_ca":true},{"name":"Adama Nouboukpo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01341404703376439,"gpt":0.2541829228131521,"spread":0.2407688757793877,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001299697,0.0009610329,0.0007461964,0.0008585905,0.000325109,0.001006579,0.001065781,0.001079941,0.0009995527],"category_scores_gemma":[0.001631724,0.00038351,0.0009990446,0.0008241915,0.0004242662,0.0008005492,0.0008820851,0.001352768,0.0003398082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008517072,"about_ca_system_score_gemma":0.001209508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01787586,"about_ca_topic_score_gemma":0.01064946,"domain_scores_codex":[0.9997317,0.0001148469,0.00001102108,0.00005955243,0.00004207355,0.00004089179],"domain_scores_gemma":[0.9994828,0.0002919327,0.00005380319,0.00003285869,0.000103556,0.00003501394],"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":[0.00002408363,0.00005901657,0.001241341,0.00001766168,0.00002520375,0.00001184482,0.000009076241,0.9817657,0.0002562424,0.0006727143,0.0006550321,0.01526206],"study_design_scores_gemma":[8.640959e-7,0.000004077598,0.0001014958,0.000001584134,0.000001386193,7.064049e-7,0.000002236691,0.9993748,0.00004573049,0.0003961739,0.00006973108,0.000001135574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2394206,0.001643275,0.7506185,0.001570505,0.0001422544,0.0001410086,0.0009757383,0.002181387,0.003306788],"genre_scores_gemma":[0.9299144,0.0004166082,0.06636903,0.0001437974,0.00008917255,0.0001400249,0.001178378,0.00005900892,0.001689632],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01787586,"threshold_uncertainty_score":0.03554362,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416702734","doi":"10.1016/j.fraope.2025.100449","title":"A hybrid algorithm for fast optimization-based synthesis of coupling matrices for advanced microwaves filterings specifications","year":2025,"lang":"en","type":"article","venue":"Franklin Open","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières; Innovation and Economic Development Trois Rivières","funders":"","keywords":"Crossover; Population; Gradient descent; Coupling (piping); Filter (signal processing); Hybrid algorithm (constraint satisfaction); Operator (biology); Genetic algorithm","authors":[{"name":"Anicet Nzepang Djianga","is_ca":false},{"name":"Clément Mbinack","is_ca":false},{"name":"Guy Ayissi Eyebe","is_ca":true},{"name":"Ping Zhao","is_ca":false},{"name":"J.S. Armand Eyebe Fouda","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0143430051558703,"gpt":0.2454828646562192,"spread":0.2311398595003489,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004429389,0.0005663986,0.0003345952,0.0005634816,0.0002947533,0.0005326104,0.0005663605,0.0005855943,0.00203363],"category_scores_gemma":[0.0007598588,0.0002911879,0.0004087458,0.0003849425,0.00031062,0.0004623157,0.0004198436,0.0004894877,0.0004742024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004081367,"about_ca_system_score_gemma":0.0006200147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001617809,"about_ca_topic_score_gemma":0.002167328,"domain_scores_codex":[0.9997721,0.00005301577,0.0000133756,0.00004201703,0.00009694253,0.00002257592],"domain_scores_gemma":[0.9998204,0.00008889922,0.00001856014,0.00001882279,0.00004634606,0.000006993219],"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":[0.0001189282,0.00006802153,0.0005795068,0.0001156271,0.00006265397,0.0000669123,0.0001372423,0.6264168,0.04432671,0.02818955,0.00193645,0.2979816],"study_design_scores_gemma":[0.00001690792,0.00004265986,0.00007712916,0.000007037772,0.000007197155,0.00002870481,0.000007235819,0.9906133,0.004609887,0.001938236,0.002645132,0.000006536095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006113575,0.00007018465,0.9914271,0.00002867338,0.00001560935,0.00002569348,0.00001229743,0.0003129575,0.001993995],"genre_scores_gemma":[0.1203922,0.00007360942,0.8765504,0.00005034719,0.00001233564,0.0001610936,0.00008178961,0.0001169328,0.00256125],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00203363,"threshold_uncertainty_score":0.006803155,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415218161","doi":"10.1016/j.fraope.2025.100385","title":"A combined UNet++ and LSTM approach for breast ultrasound image segmentation","year":2025,"lang":"en","type":"article","venue":"Franklin Open","topic":"AI in cancer detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Zoo","funders":"","keywords":"Segmentation; Pipeline (software); Pattern recognition (psychology); Ground truth; Feature (linguistics); Breast ultrasound; Feature extraction; Deep learning; Artificial neural network","authors":[{"name":"Saba Hesaraki","is_ca":false},{"name":"Morteza Akbari","is_ca":false},{"name":"Ramin Mousa","is_ca":false},{"name":"Mehrshad Eisaei","is_ca":false},{"name":"Amir Ali Bengari","is_ca":false},{"name":"Roghayeh Taghavi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01174547518244128,"gpt":0.283422305787283,"spread":0.2716768306048417,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000373241,0.001195438,0.0005501584,0.000523228,0.0003135534,0.0006657502,0.001496569,0.001388566,0.002507637],"category_scores_gemma":[0.001092316,0.0004456449,0.0008643072,0.0006105723,0.0002819507,0.001134266,0.0009982121,0.001148638,0.001085957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007370865,"about_ca_system_score_gemma":0.0009915932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008915385,"about_ca_topic_score_gemma":0.01232705,"domain_scores_codex":[0.9997701,0.00002732653,0.00001388103,0.00009433513,0.00004879232,0.00004565648],"domain_scores_gemma":[0.9998189,0.00004844241,0.00001738966,0.00002591252,0.00007337809,0.00001601386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002981336,0.0001605572,0.001565458,0.0002388546,0.0001505527,0.0004091407,0.0001472438,0.3262364,0.05311169,0.003336319,0.009726605,0.604619],"study_design_scores_gemma":[0.000007776265,0.00006867902,0.0003156503,0.0000143876,0.00002859865,0.00007969953,0.00001435924,0.9860784,0.009877216,0.001745522,0.001757465,0.00001227418],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0582171,0.001914372,0.921033,0.0008411153,0.0003248343,0.0001770556,0.001044309,0.01094101,0.005507215],"genre_scores_gemma":[0.5904465,0.001289106,0.3915576,0.001043177,0.0001750035,0.0003385381,0.002881495,0.0004290217,0.01183957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008915385,"threshold_uncertainty_score":0.01772702,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}