{"meta":{"query_hash":"51948ca519d5","filters":{"venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications"},"cohort_total":28,"direct_labels_cover":0,"predictions_cover":28,"exported":28,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/51948ca519d5","api":"https://metacan.xera.ac/api/v1/cohort?venue=IEEE+Transactions+on+Molecular+Biological+and+Multi-Scale+Communications"},"results":[{"id":"W1904349907","doi":"10.1109/tmbmc.2015.2465513","title":"Defining Communication at the Bottom","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Interoperability; Scope (computer science); Computer science; Scale (ratio); Field (mathematics); Cover (algebra); Data science; Systems engineering; Management science; Engineering; World Wide Web; Mathematics; Geography; Mechanical engineering","score_opus":0.047658263989912845,"score_gpt":0.26851908783238176,"score_spread":0.2208608238424689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1904349907","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048033856,0.021238036,0.92128116,0.003470757,0.00016616912,0.0005719525,0.00006693355,0.0004169505,0.0047541666],"genre_scores_gemma":[0.9605868,0.006034228,0.03239835,0.00046034958,0.000004293105,0.0001994828,0.00007557096,0.000027615137,0.00021329815],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99865544,0.00046539423,0.0003145309,0.00019591728,0.0001343544,0.00023436184],"domain_scores_gemma":[0.9972273,0.00027845302,0.000050265287,0.0021731071,0.00008503122,0.00018583714],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003705069,0.00021165004,0.0001859089,0.000066491964,0.0006242253,0.000054252003,0.0009393753,0.00019668807,0.000038168844],"category_scores_gemma":[0.000017875263,0.00015842917,0.000114038616,0.00028346703,0.0004829489,0.000058731635,0.000052366937,0.0006496512,0.0001369175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003792564,0.0033102054,0.0017628602,0.00007020062,0.0011773007,0.000018112356,0.0070032235,0.24607664,0.14447443,0.012849597,0.008913071,0.5739651],"study_design_scores_gemma":[0.004672438,0.00042656428,0.0021940623,0.0001923444,0.00026999338,0.00018409512,0.0015803669,0.7801421,0.048257977,0.0014254675,0.1587736,0.0018809385],"about_ca_topic_score_codex":0.000028910044,"about_ca_topic_score_gemma":0.00032075492,"teacher_disagreement_score":0.91255295,"about_ca_system_score_codex":0.000081352366,"about_ca_system_score_gemma":0.000018406898,"threshold_uncertainty_score":0.6460554},"labels":[],"label_agreement":null},{"id":"W2074934005","doi":"10.1109/tmbmc.2015.2501741","title":"Analysis and Design of Multi-Hop Diffusion-Based Molecular Communication Networks","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":105,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Molecular communication; Relay; Hop (telecommunications); Computer science; Intersymbol interference; Topology (electrical circuits); Interference (communication); Computer network; Transmission (telecommunications); Probability of error; Limiting; Minification; Algorithm; Decoding methods; Mathematics; Telecommunications; Physics; Engineering; Transmitter","score_opus":0.052376075602062006,"score_gpt":0.2675392387137281,"score_spread":0.21516316311166608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074934005","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020157268,0.0067001674,0.9721043,0.00026877323,0.00003650446,0.00046833037,0.000027122816,0.00015279606,0.00008474864],"genre_scores_gemma":[0.8303188,0.004429613,0.1648532,0.00015022363,0.0000018911918,0.00013393427,0.00007491561,0.00002589667,0.000011511724],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980583,0.0007596255,0.00049633806,0.00028583576,0.0001513999,0.00024845375],"domain_scores_gemma":[0.9971687,0.00034747427,0.0001052614,0.0019337207,0.00017615387,0.00026867364],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043087915,0.00028891052,0.0004247791,0.00028885933,0.00024526817,0.00004095916,0.00072785985,0.0003038833,0.000014155455],"category_scores_gemma":[0.000025552132,0.00026727904,0.0001876028,0.0008209191,0.0005209547,0.00005696869,0.000039255894,0.0005002997,0.0000038764506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057322653,0.00076147733,0.0005445246,0.000013549157,0.00044321324,0.0000024094718,0.00021622666,0.92830896,0.044563927,0.00009060442,0.000010649963,0.024987154],"study_design_scores_gemma":[0.00114123,0.000102976315,0.0008171336,0.000034510453,0.0002839944,0.0000035025032,0.000089960515,0.9895124,0.007515364,0.000034983008,0.00016274472,0.00030124479],"about_ca_topic_score_codex":0.000049067843,"about_ca_topic_score_gemma":0.00009867695,"teacher_disagreement_score":0.81016153,"about_ca_system_score_codex":0.000040438208,"about_ca_system_score_gemma":0.000023729623,"threshold_uncertainty_score":0.99997795},"labels":[],"label_agreement":null},{"id":"W2260122750","doi":"10.1109/tmbmc.2016.2537302","title":"Information Rates of ASK-Based Molecular Communication in Fluid Media","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Science and Engineering Research Council","keywords":"Ask price; Computer science; Business","score_opus":0.04805933862976896,"score_gpt":0.2713428077271918,"score_spread":0.22328346909742286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2260122750","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1130302,0.0030774975,0.8816409,0.00062212173,0.00007133176,0.0004471858,0.00004925763,0.00013863225,0.0009228527],"genre_scores_gemma":[0.9521705,0.0018563148,0.04543345,0.00020942926,0.000001721039,0.0001467833,0.00016174305,0.000017104689,0.0000029369178],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985353,0.0004148928,0.0005580008,0.00012676012,0.00015969359,0.00020539993],"domain_scores_gemma":[0.99789906,0.00022693904,0.00008533613,0.0014683413,0.00016059428,0.00015972678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037654437,0.00021388094,0.00027593513,0.00026108447,0.0001005486,0.000030676103,0.0007306971,0.00024335408,0.00001527983],"category_scores_gemma":[0.000042055817,0.00020520952,0.00010418768,0.00049886474,0.00031989234,0.00015180928,0.000022417007,0.0004258795,0.000020246767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028717532,0.0024221211,0.0012540125,0.00012537756,0.00022924415,0.00000623488,0.0037193163,0.60509765,0.24976282,0.0028528855,0.00017336392,0.13406982],"study_design_scores_gemma":[0.0043984144,0.00025527098,0.0027217541,0.00024214693,0.000072213305,0.0000115859875,0.0009390096,0.8170251,0.16895595,0.00068979495,0.00385649,0.00083224114],"about_ca_topic_score_codex":0.0000464571,"about_ca_topic_score_gemma":0.00014247262,"teacher_disagreement_score":0.8391403,"about_ca_system_score_codex":0.00005889709,"about_ca_system_score_gemma":0.00003842042,"threshold_uncertainty_score":0.8368201},"labels":[],"label_agreement":null},{"id":"W2262449442","doi":"10.1109/tmbmc.2015.2501744","title":"An Information Theoretic Approach Toward Assessing Perceptual Audio Quality Using EEG","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Blind Source Separation Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Perception; Mutual information; Entropy (arrow of time); Electroencephalography; Speech recognition; Artificial intelligence; Information theory; Audio signal; Pattern recognition (psychology); Mixture model; Mathematics; Speech coding; Psychology; Statistics","score_opus":0.18449443659882594,"score_gpt":0.3833433932482351,"score_spread":0.19884895664940913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2262449442","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07357219,0.00006504487,0.9245777,0.00059598865,0.00004498298,0.00027828623,0.000012561361,0.0002828226,0.00057040446],"genre_scores_gemma":[0.5880477,0.000048029295,0.4114574,0.0003811613,0.000002362166,0.000036603524,0.000019792204,0.00000414692,0.0000028512445],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99792624,0.0010213234,0.00038072604,0.00028119324,0.00019685458,0.00019366095],"domain_scores_gemma":[0.9981426,0.00009943184,0.000120867764,0.0012257486,0.00020616564,0.00020516219],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000818172,0.00017932359,0.00019740727,0.00013865551,0.00037979838,0.00032049796,0.0009882713,0.00019582246,0.000003895405],"category_scores_gemma":[0.000027900216,0.00014923229,0.0000876362,0.00031310163,0.0003743818,0.001041759,0.000034250774,0.00038688013,0.000009941331],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016407979,0.009682252,0.0009070863,0.000108696855,0.00023845812,0.000005136806,0.06685805,0.0629879,0.28770334,0.15875645,0.000049238002,0.4125393],"study_design_scores_gemma":[0.00085862546,0.00033141495,0.002232503,0.00002228352,0.000027991673,0.000039192902,0.0029204325,0.98139673,0.008496918,0.0027209676,0.0004129819,0.00053997507],"about_ca_topic_score_codex":0.00006036017,"about_ca_topic_score_gemma":0.000006806343,"teacher_disagreement_score":0.9184088,"about_ca_system_score_codex":0.00006272226,"about_ca_system_score_gemma":0.00007974523,"threshold_uncertainty_score":0.6085516},"labels":[],"label_agreement":null},{"id":"W2334495287","doi":"10.1109/tmbmc.2016.2537299","title":"Dynamic Modeling of Antimicrobial Pore Formation in Engineered Tethered Membranes","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Membrane; Mesoscopic physics; Molecular dynamics; Chemistry; Diffusion; Materials science; Nanotechnology; Biophysics; Chemical physics; Physics; Computational chemistry; Thermodynamics; Biochemistry","score_opus":0.044310914074709655,"score_gpt":0.27342316523131593,"score_spread":0.22911225115660627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334495287","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58959574,0.000075757554,0.40945652,0.00038516754,0.00004407529,0.00019071445,0.000041847637,0.00002151837,0.00018864496],"genre_scores_gemma":[0.97369605,0.00040202445,0.025720483,0.00007035506,0.0000011932365,0.000027519533,0.00003721802,0.000007986344,0.000037167985],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924207,0.00010880051,0.00028327294,0.00016839392,0.000056877165,0.00014059409],"domain_scores_gemma":[0.9994341,0.00003353006,0.000053519667,0.00038020633,0.000022284534,0.00007633759],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000106667474,0.0001199373,0.00015518957,0.000065554574,0.00009509659,0.00001332337,0.00025002763,0.00011166277,0.000050042006],"category_scores_gemma":[0.000007948489,0.00010339588,0.00007088101,0.00018296871,0.00017821413,0.00013303787,0.00001801379,0.00021065281,0.00001924503],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003208562,0.00041993769,0.000019246214,0.0000055932783,0.000008438992,0.0000013700675,0.00040155783,0.0632133,0.9309402,0.000003412016,0.000003209128,0.004951657],"study_design_scores_gemma":[0.0014349225,0.00014800255,0.0008776869,0.00006892612,0.000033019867,0.00006460443,0.00056715304,0.9006774,0.09540159,0.00007205729,0.0003352012,0.00031947347],"about_ca_topic_score_codex":0.00026125865,"about_ca_topic_score_gemma":0.0008599267,"teacher_disagreement_score":0.83746403,"about_ca_system_score_codex":0.000063043866,"about_ca_system_score_gemma":0.0000060857137,"threshold_uncertainty_score":0.42163616},"labels":[],"label_agreement":null},{"id":"W2905156765","doi":"10.1109/tmbmc.2018.2885288","title":"Communication System Design and Analysis for Asynchronous Molecular Timing Channels","year":2017,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; National Research Foundation of Korea; Ministry of Science, ICT and Future Planning; National Science Foundation","keywords":"Asynchronous communication; Modulation (music); Additive white Gaussian noise; Noise (video); Computer science; Binary number; Algorithm; Gaussian noise; Channel (broadcasting); Bit error rate; Communications system; Signal-to-noise ratio (imaging); Topology (electrical circuits); Electronic engineering; Mathematics; Telecommunications; Physics; Acoustics; Artificial intelligence; Engineering","score_opus":0.06665745886897742,"score_gpt":0.2864848280001804,"score_spread":0.21982736913120296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2905156765","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014001675,0.003223015,0.9809688,0.00045796475,0.00006873769,0.00078233855,0.00004454281,0.0002030424,0.00024993022],"genre_scores_gemma":[0.8073306,0.0028902474,0.18917783,0.00006350118,0.000004239732,0.00043464458,0.00005390484,0.00002764483,0.000017390192],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862784,0.0003278388,0.00036460604,0.0003131151,0.00009355176,0.00027307382],"domain_scores_gemma":[0.9965449,0.00028302078,0.00011998828,0.0027808566,0.00010305839,0.00016816854],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00040348823,0.00027145294,0.0003687096,0.00017914781,0.0014410174,0.00020205019,0.0010629836,0.00025929083,0.0000068165878],"category_scores_gemma":[0.000019117733,0.00025970815,0.0002125869,0.0001735664,0.0004228716,0.00009964527,0.00004566783,0.00034897288,0.0000057878938],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019874355,0.0012367904,0.00051571836,0.00023830419,0.003954912,0.000013413543,0.001134176,0.57651,0.20195475,0.0055302093,0.000047824095,0.20866512],"study_design_scores_gemma":[0.0008439802,0.00009702388,0.00074247125,0.00007097047,0.0004235709,0.000011881805,0.00010182575,0.98130167,0.015473831,0.00010551725,0.0004312028,0.00039606763],"about_ca_topic_score_codex":0.000023357865,"about_ca_topic_score_gemma":0.000035324487,"teacher_disagreement_score":0.79332894,"about_ca_system_score_codex":0.000053546148,"about_ca_system_score_gemma":0.000011526484,"threshold_uncertainty_score":0.9999855},"labels":[],"label_agreement":null},{"id":"W2905824072","doi":"10.1109/tmbmc.2018.2889644","title":"Exploiting Diversity in One-Shot Molecular Timing Channels via Order Statistics","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Detector; Decodes; Diversity gain; Statistics; Physics; Algorithm; Transmitter; Channel (broadcasting); Mathematics; Computer science; Optics; Telecommunications; Decoding methods; Fading","score_opus":0.14448116650824502,"score_gpt":0.29995660822333126,"score_spread":0.15547544171508623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2905824072","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06414767,0.0005498302,0.9339238,0.0002233059,0.00010784414,0.00030595434,0.000040625142,0.00015123266,0.0005497738],"genre_scores_gemma":[0.88086617,0.0012639993,0.117439166,0.00026364715,0.000009576236,0.00006975589,0.000043136883,0.000025577143,0.000018963663],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986546,0.0002575544,0.00034537006,0.0002822389,0.00013131907,0.00032890323],"domain_scores_gemma":[0.99851286,0.00013913745,0.00004754659,0.001028507,0.00012398294,0.00014794085],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020257439,0.00023718586,0.0002449957,0.00016583601,0.00054450857,0.000038608396,0.00063808134,0.00021952401,0.00007324085],"category_scores_gemma":[0.000016120226,0.00024735485,0.000075213014,0.00043548885,0.00038850246,0.000069238245,0.00007526761,0.0005312826,0.00003822288],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012749515,0.0025638144,0.0009315586,0.00008287636,0.00042370075,0.000045287037,0.0031339366,0.07940651,0.69333005,0.0014301217,0.00007155143,0.21845311],"study_design_scores_gemma":[0.0018823036,0.000318662,0.0013800206,0.0001679112,0.00009576553,0.000022677768,0.0002788245,0.91741073,0.07543893,0.0008304993,0.001152802,0.0010208869],"about_ca_topic_score_codex":0.000053987005,"about_ca_topic_score_gemma":0.00025187645,"teacher_disagreement_score":0.83800423,"about_ca_system_score_codex":0.000054973007,"about_ca_system_score_gemma":0.000011131969,"threshold_uncertainty_score":0.99999785},"labels":[],"label_agreement":null},{"id":"W2920074752","doi":"10.1109/tmbmc.2019.2902143","title":"Capacity Limits of Diffusion-Based Molecular Timing Channels With Finite Particle Lifetime","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Channel (broadcasting); Upper and lower bounds; Channel capacity; Diffusion; Molecular communication; Noise (video); Topology (electrical circuits); Transmitter; Particle number; Particle (ecology); Interval (graph theory); Statistical physics; Detector; Physics; Computer science; Algorithm; Telecommunications; Mathematics; Mathematical analysis; Combinatorics; Quantum mechanics","score_opus":0.055480581429175675,"score_gpt":0.25985468144413043,"score_spread":0.20437410001495476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2920074752","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2582599,0.00041033878,0.740277,0.00033463477,0.000045062774,0.0002507003,0.000025255336,0.00012212046,0.0002750119],"genre_scores_gemma":[0.94837296,0.00040260874,0.05079369,0.00026222013,0.000006828581,0.00009895107,0.00001828455,0.000027814966,0.000016626545],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881786,0.00023042038,0.0003235236,0.00023580367,0.00013290174,0.00025946222],"domain_scores_gemma":[0.99815047,0.00021750593,0.00006321784,0.0012661363,0.00013831818,0.00016435905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014570083,0.00022917982,0.00024973103,0.000090476475,0.00028609447,0.000025794283,0.00050948135,0.00018095413,0.00005355502],"category_scores_gemma":[0.000014954436,0.0001907955,0.00011277072,0.00036331476,0.0006576764,0.00004210765,0.000013706536,0.00034095856,0.000020069123],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011248949,0.0011744484,0.00030563385,0.00003636926,0.00018182509,0.0000050520116,0.0004174224,0.09152258,0.87945575,0.00027213592,0.0000107446485,0.026505534],"study_design_scores_gemma":[0.0008695663,0.0003407366,0.00041381927,0.00009363603,0.000054191256,0.000005249647,0.000033672783,0.6248677,0.37250403,0.000034340595,0.0004885058,0.00029455763],"about_ca_topic_score_codex":0.000016981214,"about_ca_topic_score_gemma":0.000051416257,"teacher_disagreement_score":0.69011307,"about_ca_system_score_codex":0.000021266405,"about_ca_system_score_gemma":0.000016180393,"threshold_uncertainty_score":0.7780414},"labels":[],"label_agreement":null},{"id":"W3011649229","doi":"10.1109/tmbmc.2020.2981655","title":"Modeling Interference-Free Neuron Spikes With Optogenetic Stimulation","year":2019,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Photoreceptor and optogenetics research","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Optogenetics; Neuron; Biological neuron model; Resting potential; Biological system; Membrane potential; Interference (communication); Physics; Neuroscience; Control theory (sociology); Computer science; Control (management); Biology; Artificial intelligence; Telecommunications","score_opus":0.10542044172094248,"score_gpt":0.3269244516229998,"score_spread":0.22150400990205735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011649229","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57165736,0.00007927723,0.42725617,0.00023700154,0.000043600125,0.00037723558,0.000032319447,0.00004284609,0.00027417912],"genre_scores_gemma":[0.98779666,0.0008760929,0.010929217,0.00018601227,0.000004392035,0.00008846419,0.000007765944,0.000018246437,0.000093122355],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985646,0.00029382118,0.00021991167,0.00046498867,0.00018764904,0.00026904835],"domain_scores_gemma":[0.9983688,0.00018131737,0.00003539563,0.0012039064,0.00006802233,0.00014254094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009116267,0.00019183113,0.00017585636,0.000119360055,0.00030575163,0.00006611252,0.00082870224,0.00011781036,0.00008864928],"category_scores_gemma":[0.000027123215,0.00014383178,0.000075115786,0.00025634098,0.00035939872,0.00006752216,0.000039056944,0.0004032446,0.00006226182],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000108073975,0.00035978213,0.00026976864,0.000006339382,0.000006535847,0.00000126994,0.000090719375,0.05025961,0.9425498,0.00007298571,5.9406153e-7,0.0062745134],"study_design_scores_gemma":[0.0009525562,0.0006493719,0.000509942,0.000033012795,0.000015995023,0.000012598829,0.00005606506,0.6321621,0.36513343,0.0001614295,0.00006990737,0.00024361159],"about_ca_topic_score_codex":0.000027712915,"about_ca_topic_score_gemma":0.00005383926,"teacher_disagreement_score":0.58190244,"about_ca_system_score_codex":0.000025703626,"about_ca_system_score_gemma":0.000025556095,"threshold_uncertainty_score":0.586529},"labels":[],"label_agreement":null},{"id":"W3028222659","doi":"10.1109/tmbmc.2020.3035371","title":"Capacities and Optimal Input Distributions for Particle-Intensity Channels","year":2020,"lang":"en","type":"preprint","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Channel (broadcasting); Transmitter; Channel capacity; Topology (electrical circuits); Molecular communication; Particle (ecology); Generalization; Intensity (physics); Computer science; Control theory (sociology); Mathematics; Algorithm; Physics; Telecommunications; Control (management); Mathematical analysis; Artificial intelligence; Combinatorics","score_opus":0.07817451677388368,"score_gpt":0.280430761911696,"score_spread":0.20225624513781235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3028222659","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04347622,0.0030135647,0.94887877,0.0025606686,0.00020894269,0.00080241304,0.0007293186,0.0002813408,0.000048794],"genre_scores_gemma":[0.93123436,0.006982071,0.060488433,0.00023056316,0.000018777864,0.0006592694,0.00033059204,0.000033262262,0.000022700111],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986782,0.00016781976,0.00039102466,0.00039279315,0.000082966704,0.0002871667],"domain_scores_gemma":[0.9981746,0.00019402259,0.00006399706,0.0012012825,0.00012491358,0.00024116352],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001373219,0.00035147005,0.00042809,0.000060591112,0.0004761009,0.000092122486,0.00056986586,0.00044055734,0.000010337984],"category_scores_gemma":[0.000022397599,0.00033854312,0.00021880533,0.00013222198,0.0006513793,0.00004552907,0.0000914708,0.0009621637,0.000006366699],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008258849,0.0041908743,0.00022700781,0.0013378483,0.003786506,0.000031693555,0.007897204,0.4307581,0.37799335,0.011191217,0.0012906863,0.16046965],"study_design_scores_gemma":[0.00090098305,0.00018077537,0.00019880515,0.00013921532,0.00020508221,0.000019396,0.0002583439,0.9663787,0.026007418,0.0010433673,0.0039429306,0.0007250252],"about_ca_topic_score_codex":0.000017154787,"about_ca_topic_score_gemma":0.000037531077,"teacher_disagreement_score":0.8883903,"about_ca_system_score_codex":0.000043933254,"about_ca_system_score_gemma":0.000020618016,"threshold_uncertainty_score":0.99990666},"labels":[],"label_agreement":null},{"id":"W3152537176","doi":"10.1109/tmbmc.2021.3071773","title":"Modeling the Role of Inter-Cellular Communication in Modulating Photosynthesis in Plants","year":2021,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University; University of Toronto","funders":"Defense Advanced Research Projects Agency","keywords":"Photosynthesis; Biology; Botany; Biological system; Plant physiology","score_opus":0.03069659438701254,"score_gpt":0.24181863085625227,"score_spread":0.21112203646923972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3152537176","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46239963,0.0074296957,0.529069,0.0002509242,0.000024169092,0.00024570076,0.000017475817,0.000045859688,0.00051757385],"genre_scores_gemma":[0.9771554,0.007087929,0.015542325,0.00005278353,0.0000015948971,0.00010871176,0.000028808161,0.000016858694,0.0000056071276],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860007,0.0005068022,0.00045951974,0.00017656173,0.00007632491,0.0001807128],"domain_scores_gemma":[0.998219,0.00025770816,0.000040023886,0.0013890289,0.00004690527,0.00004731047],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027809342,0.00015597059,0.00023150694,0.000117617645,0.00014273722,0.000020679043,0.000612464,0.00016229793,0.000017510718],"category_scores_gemma":[0.000017643728,0.00013405779,0.00009243138,0.00034105332,0.00015021299,0.000047630576,0.0000354516,0.00055543834,0.0000031169377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020362342,0.0005935148,0.00042819657,0.000014215769,0.000049205537,0.000003102851,0.00091633986,0.4213061,0.5070363,0.00020685853,5.8140745e-7,0.06942517],"study_design_scores_gemma":[0.00034429945,0.000012544742,0.00019677557,0.00012491946,0.000009520256,0.0000049576506,0.00070843333,0.9081449,0.08994402,0.00027513673,0.00009441493,0.0001401031],"about_ca_topic_score_codex":0.00011068493,"about_ca_topic_score_gemma":0.0012794668,"teacher_disagreement_score":0.5147558,"about_ca_system_score_codex":0.00003668413,"about_ca_system_score_gemma":0.0000140558805,"threshold_uncertainty_score":0.5466718},"labels":[],"label_agreement":null},{"id":"W3207881156","doi":"10.1109/tmbmc.2021.3118943","title":"Modeling Self-Assembly of Polymer-Based Wired Nano-Communication Channel","year":2021,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke; University of Ottawa","funders":"","keywords":"Nanowire; Channel (broadcasting); Molecular communication; Monte Carlo method; Transmitter; Master equation; Polymer; Computer science; Nano-; Diffusion; Stability (learning theory); Diffusion equation; Throughput; Materials science; Nanotechnology; Wireless; Statistical physics; Physics; Telecommunications; Mathematics; Engineering; Quantum mechanics","score_opus":0.0335973021439524,"score_gpt":0.250179710903478,"score_spread":0.2165824087595256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3207881156","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09299642,0.0067995754,0.8983761,0.0008446283,0.00006550589,0.00023854917,0.00003741335,0.00025548026,0.00038634735],"genre_scores_gemma":[0.93986464,0.0053650006,0.054323293,0.00017589201,0.0000031863567,0.00012420308,0.00008963043,0.00003236589,0.000021812006],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99847585,0.00041287413,0.00047787876,0.00025706927,0.00013499949,0.00024133567],"domain_scores_gemma":[0.9973719,0.00016606391,0.0000591158,0.0020875302,0.00017714288,0.00013825796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017965869,0.0002440636,0.0003097651,0.00012550525,0.00032544756,0.000032172993,0.00070290477,0.00026626998,0.00002093265],"category_scores_gemma":[0.000008372905,0.00024348182,0.00020192914,0.0004400556,0.00016522144,0.0000623847,0.000028793635,0.00038604217,0.000005983443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003304678,0.0014769108,0.000016512124,0.000049908143,0.0002180518,0.0000032532125,0.0003269617,0.26212674,0.7222619,0.0008355685,0.000010229298,0.012640949],"study_design_scores_gemma":[0.00060748076,0.00004177621,0.000023659823,0.000050679922,0.000048842914,0.0000075072526,0.00009284998,0.73112243,0.26757073,0.000053401083,0.00015418194,0.0002264347],"about_ca_topic_score_codex":0.000015439022,"about_ca_topic_score_gemma":0.000121877034,"teacher_disagreement_score":0.8468682,"about_ca_system_score_codex":0.000040807325,"about_ca_system_score_gemma":0.000045159904,"threshold_uncertainty_score":0.99289},"labels":[],"label_agreement":null},{"id":"W4232602283","doi":"10.1109/tmbmc.2020.3006770","title":"IEEE Communications Society","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"History of Computing Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Telecommunications; Computer science; Political science","score_opus":0.09454830625427639,"score_gpt":0.29188725059355286,"score_spread":0.19733894433927646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232602283","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0044398867,0.00086742983,0.9608919,0.03228244,0.00009311402,0.00028585925,0.000019757586,0.00082027283,0.00029931057],"genre_scores_gemma":[0.59607416,0.0008338902,0.40136015,0.0016338242,0.000004828043,0.000059068614,0.000004379165,0.000008563015,0.000021130789],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998445,0.0002871169,0.00034398856,0.0004944551,0.00014811604,0.0002813723],"domain_scores_gemma":[0.9962238,0.00029059232,0.00010225221,0.0030788796,0.00010439237,0.00020004685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017986986,0.00023782568,0.00025812077,0.000063611435,0.00095762836,0.000085666725,0.0042127427,0.00023152163,0.000007500333],"category_scores_gemma":[0.000025899448,0.00021572856,0.00023796363,0.0005208087,0.0010104384,0.00014155149,0.00015619463,0.0007363713,0.00008502128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046945846,0.00404273,0.00023332538,0.000062489926,0.00039965447,0.000014897348,0.007918128,0.0035952409,0.4679694,0.024830697,0.0024633866,0.4884231],"study_design_scores_gemma":[0.0013623129,0.0006533417,0.00041043444,0.000047024583,0.000062649146,0.000035026682,0.0003786593,0.9066353,0.037445202,0.001539264,0.050417785,0.0010130065],"about_ca_topic_score_codex":0.0000121296325,"about_ca_topic_score_gemma":0.000017947,"teacher_disagreement_score":0.90304005,"about_ca_system_score_codex":0.000046227044,"about_ca_system_score_gemma":0.00004259559,"threshold_uncertainty_score":0.87971556},"labels":[],"label_agreement":null},{"id":"W4318954096","doi":"10.1109/tmbmc.2023.3240876","title":"Molecular Communication for Quorum Sensing Inspired Cooperative Drug Delivery","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"Australian Research Council; University of Melbourne","keywords":"Quorum sensing; Drug delivery; Population; Diffusion; Absorption (acoustics); Drug; Molecular communication; Molecule; Chemistry; Biological system; Nanotechnology; Materials science; Chemical physics; Biophysics; Computer science; Pharmacology; Physics; Thermodynamics; Computer network; Biochemistry; Organic chemistry; Biology","score_opus":0.0393124705606219,"score_gpt":0.26804397146099285,"score_spread":0.22873150090037095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318954096","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13820069,0.0024710735,0.85533977,0.0017475286,0.00011714659,0.000910786,0.000114011025,0.00069399393,0.00040503617],"genre_scores_gemma":[0.9469388,0.0077096527,0.04425421,0.00039816875,0.000006085412,0.00028505267,0.00027823192,0.000053814914,0.00007599226],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983116,0.00041179944,0.0004314544,0.00031919763,0.0001233151,0.00040264684],"domain_scores_gemma":[0.9974348,0.0004194602,0.00006119567,0.0017383256,0.00017036406,0.0001758554],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003405832,0.0003055339,0.00030780965,0.00020923637,0.00074026117,0.000073132185,0.0007362985,0.00023804567,0.0000116152905],"category_scores_gemma":[0.000020188027,0.00029862925,0.00020443143,0.0006232533,0.00036257473,0.00008670689,0.000042269403,0.000505399,0.000050071943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000106373496,0.0005899423,0.000041982974,0.00006487705,0.00044270392,0.000009981159,0.0011878471,0.13793546,0.6911868,0.0010918566,0.0006279972,0.16671419],"study_design_scores_gemma":[0.0015136425,0.000114795934,0.00024131082,0.000114720984,0.000089581416,0.000012211611,0.00044683067,0.9056647,0.0821011,0.0003643147,0.008660839,0.0006759847],"about_ca_topic_score_codex":0.000023567478,"about_ca_topic_score_gemma":0.0002304314,"teacher_disagreement_score":0.8110855,"about_ca_system_score_codex":0.000059628477,"about_ca_system_score_gemma":0.000023900413,"threshold_uncertainty_score":0.9999466},"labels":[],"label_agreement":null},{"id":"W4328053370","doi":"10.1109/tmbmc.2023.3244020","title":"Guest Editorial Introduction to the Special Feature on the 6th Workshop on Molecular Communications","year":2023,"lang":"en","type":"editorial","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Università degli Studi di Perugia; Tongji University; Friedrich-Alexander-Universität Erlangen-Nürnberg; University of Warwick; Sharif University of Technology; University of New South Wales; York University; Strong; Yazd University; European Research Consortium for Informatics and Mathematics; Norges Teknisk-Naturvitenskapelige Universitet; University of Essex; University of Tehran; TU Graz, Internationale Beziehungen und Mobilitätsprogramme","keywords":"Feature (linguistics); Molecular communication; Discipline; Library science; Engineering ethics; Field (mathematics); Engineering; Computer science; Sociology; Telecommunications; Social science; Philosophy","score_opus":0.02874713426450956,"score_gpt":0.2750543966512625,"score_spread":0.24630726238675296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4328053370","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000081556995,0.0013582464,0.10486787,0.042874493,0.8460165,0.0021749078,0.0007857853,0.0006717119,0.001168874],"genre_scores_gemma":[0.012610069,0.033877138,0.005161092,0.001443366,0.9397444,0.0031619684,0.0022719593,0.00037815704,0.0013518134],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99588186,0.0013808822,0.0006583465,0.000754534,0.00073270884,0.0005916752],"domain_scores_gemma":[0.9880741,0.003380834,0.00016661939,0.007782198,0.0003232868,0.0002729272],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00086469966,0.00077504833,0.0005835056,0.00028577854,0.0016527784,0.00025459827,0.0043679522,0.0015047726,0.000032572338],"category_scores_gemma":[0.00046417097,0.00052930583,0.0004577268,0.0010945847,0.0007037289,0.000053006712,0.00017688458,0.005264657,0.00042321353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000091648064,0.0004010997,1.4678108e-7,0.00001065466,0.00023055727,0.000002467072,0.00017852845,0.016088499,0.0018133657,0.00022652677,0.9745048,0.0064516794],"study_design_scores_gemma":[0.00048356038,0.00020981478,0.000005222748,0.00017092847,0.00014087759,0.0000021731228,0.00012271458,0.004875144,0.00084619306,0.00006968629,0.99246544,0.0006082645],"about_ca_topic_score_codex":0.00002483947,"about_ca_topic_score_gemma":0.00056614005,"teacher_disagreement_score":0.09970678,"about_ca_system_score_codex":0.0002175886,"about_ca_system_score_gemma":0.00007214066,"threshold_uncertainty_score":0.9997915},"labels":[],"label_agreement":null},{"id":"W4372046395","doi":"10.1109/tmbmc.2023.3273193","title":"A Computational Approach for the Characterization of Airborne Pathogen Transmission in Turbulent Molecular Communication Channels","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; Bundesministerium für Bildung und Forschung","keywords":"Turbulence; Reynolds number; Computational fluid dynamics; Statistical physics; Probability distribution; Dispersion (optics); Weibull distribution; Physics; Channel (broadcasting); Mechanics; Mathematics; Simulation; Computer science; Statistics; Telecommunications; Optics","score_opus":0.03804683076433875,"score_gpt":0.25961532596192494,"score_spread":0.2215684951975862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4372046395","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.034819003,0.0013165126,0.9615622,0.0010649088,0.000033237742,0.0009534801,0.000074101445,0.00013285606,0.000043692307],"genre_scores_gemma":[0.95127213,0.0061072786,0.04109423,0.00011996309,0.0000034536226,0.0006974252,0.0006609152,0.000028384731,0.000016202026],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998716,0.00028850438,0.00044377643,0.00021251517,0.00012743652,0.00021177904],"domain_scores_gemma":[0.99848914,0.0003086107,0.00007117953,0.0009672919,0.00009251829,0.000071287766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038290952,0.00019455182,0.00023426233,0.00018285908,0.00026535062,0.000026359736,0.00066194043,0.00018734443,0.0000074504946],"category_scores_gemma":[0.0000076397555,0.00015763994,0.00014844321,0.000615514,0.00022997562,0.000051875082,0.000017927547,0.00032458865,0.000003566212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044393662,0.00042790873,0.000015672842,0.000044298737,0.00008330066,8.115817e-7,0.0005198844,0.65131086,0.29921553,0.00036138692,0.00000971051,0.047966287],"study_design_scores_gemma":[0.0007723372,0.000056924353,0.00093487004,0.000051631014,0.000035475932,0.000004764534,0.00009138202,0.9855184,0.011355879,0.00019783463,0.00078926154,0.00019124195],"about_ca_topic_score_codex":0.000007512283,"about_ca_topic_score_gemma":0.000004690979,"teacher_disagreement_score":0.920468,"about_ca_system_score_codex":0.000028546194,"about_ca_system_score_gemma":0.000014867115,"threshold_uncertainty_score":0.642837},"labels":[],"label_agreement":null},{"id":"W4383200195","doi":"10.1109/tmbmc.2023.3292321","title":"A Stochastic Biofilm Disruption Model Based on Quorum Sensing Mimickers","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofilm; Quorum sensing; Pseudomonas aeruginosa; Randomness; Biological system; Computer science; Biochemical engineering; Chemistry; Microbiology; Bacteria; Biology; Mathematics; Engineering; Genetics","score_opus":0.042848727126200935,"score_gpt":0.2889808791793319,"score_spread":0.24613215205313096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383200195","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40225217,0.000058712132,0.5954442,0.0015216471,0.000112301655,0.00028217738,0.00016596705,0.00008385403,0.0000789485],"genre_scores_gemma":[0.97610426,0.00028742044,0.022385633,0.0007346788,0.000019689924,0.000028717872,0.00030272012,0.000029481069,0.00010739732],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985949,0.00019484831,0.00026450987,0.0004885771,0.000109382854,0.00034780015],"domain_scores_gemma":[0.99871445,0.00006670889,0.00006939763,0.0009270752,0.00006815117,0.00015420165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017854144,0.00026281606,0.00019989636,0.00013862034,0.00050342374,0.000044706256,0.00024926296,0.00030354265,0.0000054809207],"category_scores_gemma":[0.00002545626,0.00022852501,0.00017996063,0.00025671298,0.00033762804,0.0000060504826,0.0000230683,0.00026672348,0.000035329598],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001218435,0.00020638673,0.000008138316,0.0000045310235,0.0000269553,0.0000018644313,0.000025903471,0.038274694,0.94763654,0.000018921688,0.00003183466,0.013642388],"study_design_scores_gemma":[0.0010503756,0.00048292067,0.0003297712,0.000059488317,0.000049864757,0.00001291921,0.000119001845,0.851817,0.14506695,0.000034004515,0.0005114282,0.00046629246],"about_ca_topic_score_codex":0.000017544777,"about_ca_topic_score_gemma":0.000054651406,"teacher_disagreement_score":0.8135423,"about_ca_system_score_codex":0.000020981544,"about_ca_system_score_gemma":0.000037415677,"threshold_uncertainty_score":0.93189794},"labels":[],"label_agreement":null},{"id":"W4385453043","doi":"10.1109/tmbmc.2023.3298429","title":"High-Speed Molecular Communication in Vacuum","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Ion; Molecular communication; Gigabit; Channel (broadcasting); Argon; Molecule; Computational physics; Communications system; Filter (signal processing); Mass spectrometry; Physics; Molecular dynamics; Computer science; Materials science; Atomic physics; Chemical physics; Optics; Telecommunications; Quantum mechanics","score_opus":0.03625011151611184,"score_gpt":0.2644879153999462,"score_spread":0.22823780388383436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385453043","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39678335,0.00318122,0.59482,0.0023504356,0.00016738963,0.00079114904,0.000066378016,0.0009221591,0.0009179134],"genre_scores_gemma":[0.96703315,0.011373592,0.020880288,0.00024914573,0.0000038850935,0.00019631535,0.00015308647,0.000043198004,0.00006733111],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998274,0.00044590904,0.00046962002,0.00029985825,0.00014278243,0.00036781855],"domain_scores_gemma":[0.99743146,0.00023030148,0.00004877271,0.0020764666,0.000059605507,0.00015342198],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033152557,0.00028265073,0.00030796477,0.0003290503,0.00028949222,0.00005105666,0.0009900052,0.0002992176,0.000042213975],"category_scores_gemma":[0.000011711753,0.00027850326,0.0001400919,0.0010102657,0.00029486962,0.00007893277,0.000045358425,0.00073846395,0.00014309115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007375655,0.0012710463,0.00030492598,0.000055600907,0.00025175835,0.000039130446,0.0008332545,0.20820858,0.6972566,0.0036875077,0.00025679913,0.087761],"study_design_scores_gemma":[0.003982857,0.00023729065,0.008082928,0.0002719402,0.00009896613,0.000033756507,0.00050962484,0.8849923,0.091864616,0.0023486177,0.0059852106,0.0015918958],"about_ca_topic_score_codex":0.000043865963,"about_ca_topic_score_gemma":0.00017195023,"teacher_disagreement_score":0.67678374,"about_ca_system_score_codex":0.000059298327,"about_ca_system_score_gemma":0.000013700849,"threshold_uncertainty_score":0.99996674},"labels":[],"label_agreement":null},{"id":"W4386736977","doi":"10.1109/tmbmc.2023.3315517","title":"An Ultrasonic Power Splitting Receiver With Improved Complexity-Reliability Trade-Off for Intra-Body Communications","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Energy Harvesting in Wireless Networks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; Natural Science Foundation of Gansu Province; National Natural Science Foundation of China","keywords":"Reliability (semiconductor); Computer science; Power (physics); Transmission (telecommunications); Bit error rate; Transceiver; Computational complexity theory; Energy (signal processing); Power budget; Electronic engineering; Algorithm; Telecommunications; Mathematics; Physics; Engineering; Wireless; Statistics; Decoding methods; Power control","score_opus":0.03985525253074462,"score_gpt":0.2815173322679053,"score_spread":0.2416620797371607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386736977","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18488559,0.00040556455,0.81064117,0.0013949196,0.00010832204,0.0009013671,0.00026678923,0.0011279085,0.0002683747],"genre_scores_gemma":[0.8790907,0.001341211,0.11856262,0.00011135411,0.000010505469,0.00057303376,0.0002287667,0.000052915395,0.000028877927],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99829537,0.000320791,0.00042816834,0.0004207588,0.00010043144,0.00043446117],"domain_scores_gemma":[0.99640983,0.00088332023,0.00006817693,0.0023372073,0.000093624076,0.0002078458],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038469033,0.0003150185,0.00032361533,0.0001145197,0.00080228195,0.00007133368,0.0010776754,0.00027054083,0.000019076604],"category_scores_gemma":[0.00003158422,0.0002733814,0.00013567698,0.0005259153,0.0009072259,0.00013066415,0.000019187888,0.00070508017,0.000013997173],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023550511,0.0032569251,0.00082875765,0.00014868873,0.0006104246,0.0000049232094,0.0015585196,0.31408793,0.48704427,0.0025186825,0.00011207383,0.18959329],"study_design_scores_gemma":[0.0011606575,0.0004653891,0.006565229,0.000096048774,0.00008467952,0.000013179771,0.00031141037,0.98013145,0.007201739,0.00021096475,0.003157671,0.00060160685],"about_ca_topic_score_codex":0.000021481343,"about_ca_topic_score_gemma":0.00023393655,"teacher_disagreement_score":0.6942051,"about_ca_system_score_codex":0.00006860949,"about_ca_system_score_gemma":0.000022619666,"threshold_uncertainty_score":0.99997187},"labels":[],"label_agreement":null},{"id":"W4400646242","doi":"10.1109/tmbmc.2024.3427660","title":"Designing a Light-Based Communication System With a Biomolecular Receiver","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Computer science; Communications system; Telecommunications","score_opus":0.025350584718659665,"score_gpt":0.24089786288593973,"score_spread":0.21554727816728006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400646242","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0038369216,0.008992157,0.9837022,0.0008280788,0.00007637415,0.00048632378,0.000028625145,0.0008987319,0.0011505979],"genre_scores_gemma":[0.8877195,0.001717581,0.10996606,0.00013353083,0.000004922618,0.00032244006,0.000053221083,0.00005252961,0.000030197742],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984553,0.00042524512,0.00034854226,0.0003375261,0.0001511,0.00028227197],"domain_scores_gemma":[0.99770993,0.0002199202,0.000036684723,0.0017842081,0.00008169974,0.00016756014],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025092988,0.00031297185,0.00025947165,0.00022850074,0.00044227348,0.00014379433,0.00071373815,0.00024667388,0.000021851984],"category_scores_gemma":[0.0000039847255,0.0002544989,0.00014924942,0.00061674905,0.00028715684,0.00008648293,0.000016091584,0.0006428522,0.000055616874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013875395,0.0008434128,0.00004135427,0.00034071598,0.00072734867,0.000076760465,0.0008380215,0.08139026,0.8192613,0.0027951044,0.00017798395,0.09336897],"study_design_scores_gemma":[0.00089372613,0.00022111897,0.000059769784,0.00079040707,0.0001477096,0.00007391711,0.00026117644,0.9008771,0.088119574,0.000030280262,0.00787197,0.0006532391],"about_ca_topic_score_codex":0.000017466025,"about_ca_topic_score_gemma":0.00006262588,"teacher_disagreement_score":0.8838826,"about_ca_system_score_codex":0.00009710218,"about_ca_system_score_gemma":0.00003337248,"threshold_uncertainty_score":0.9999907},"labels":[],"label_agreement":null},{"id":"W4402626864","doi":"10.1109/tmbmc.2024.3464415","title":"Optical Polarization Evolution and Transmission in Multi-Ranvier-Node Axonal Myelin-Sheath Waveguides","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Myelin sheath; Node of Ranvier; Polarization (electrochemistry); Myelin; Materials science; Optics; Physics; Biophysics; Chemistry; Neuroscience; Biology","score_opus":0.03438734796536665,"score_gpt":0.2735882531272016,"score_spread":0.23920090516183493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402626864","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.081719026,0.007382962,0.9093758,0.000626962,0.00008279066,0.00026918802,0.00004513807,0.00017870625,0.00031946864],"genre_scores_gemma":[0.92972726,0.0044306214,0.0656117,0.0000674021,0.000005793919,0.00007359267,0.000029803372,0.000019397212,0.000034411747],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892724,0.00010458335,0.00032478222,0.00030651988,0.00009644025,0.00024045607],"domain_scores_gemma":[0.9992996,0.00017855242,0.000011232015,0.00032543758,0.00002843929,0.00015677529],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016485699,0.00021089164,0.00020632069,0.00015278882,0.00017666964,0.000060311457,0.00019238709,0.00025719282,0.000023196008],"category_scores_gemma":[0.000009016684,0.0001724058,0.00008628129,0.0002723511,0.00027331544,0.0001172742,0.000008834345,0.0005147924,0.000012931382],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006861974,0.0010585594,0.0003705201,0.00021442231,0.00015421226,0.000024742636,0.00067082956,0.022246728,0.7295797,0.004785651,0.0000050256344,0.24082099],"study_design_scores_gemma":[0.00052122446,0.0000717547,0.00579292,0.00016819482,0.00004714914,0.000021179862,0.00007868109,0.98445755,0.007204003,0.00022118974,0.0011584694,0.00025770927],"about_ca_topic_score_codex":0.000026793208,"about_ca_topic_score_gemma":0.00008052505,"teacher_disagreement_score":0.9622108,"about_ca_system_score_codex":0.00006723822,"about_ca_system_score_gemma":0.000019061581,"threshold_uncertainty_score":0.7030504},"labels":[],"label_agreement":null},{"id":"W4402830180","doi":"10.1109/tmbmc.2024.3463128","title":"Guest Editorial Special Feature on Seeing Through the Crowd: Molecular Communication in Crowded and Multi-Cellular Environments","year":2024,"lang":"en","type":"editorial","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University; Memorial University of Newfoundland","funders":"","keywords":"Feature (linguistics); Human–computer interaction; Computer science; Communication; Cognitive science; Psychology; Linguistics; Philosophy","score_opus":0.018260959015932658,"score_gpt":0.25632278213821447,"score_spread":0.2380618231222818,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402830180","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020084882,0.046975393,0.31300193,0.002672502,0.62896883,0.0033671444,0.00092897436,0.0005784393,0.0014982894],"genre_scores_gemma":[0.3274784,0.22166564,0.06018808,0.0010176535,0.37841892,0.0034718222,0.0047888686,0.00093167415,0.0020389433],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99668574,0.00094671303,0.000689389,0.0007126844,0.00047738635,0.00048808317],"domain_scores_gemma":[0.9957978,0.00085409236,0.00013799891,0.0029714224,0.000071840695,0.00016681226],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00047076057,0.00074533635,0.00062478747,0.00021147235,0.0006376103,0.00022130844,0.0016606539,0.0017647566,0.000014796119],"category_scores_gemma":[0.00006733014,0.00061449484,0.00028783057,0.00042118004,0.000782353,0.000103776176,0.00013594367,0.0044185887,0.00005239702],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00060350366,0.005382005,0.000015592397,0.0004943114,0.0019782465,0.00014709581,0.0047268737,0.0451662,0.16072552,0.0006760175,0.75217396,0.027910687],"study_design_scores_gemma":[0.001942826,0.00017353844,0.000017005445,0.00050264184,0.00021894932,0.000006173615,0.00015242948,0.020491323,0.0050819446,0.00018092083,0.9702894,0.0009428656],"about_ca_topic_score_codex":0.00007053217,"about_ca_topic_score_gemma":0.0003849458,"teacher_disagreement_score":0.3254699,"about_ca_system_score_codex":0.00018933591,"about_ca_system_score_gemma":0.00004508028,"threshold_uncertainty_score":0.99963063},"labels":[],"label_agreement":null},{"id":"W4405718203","doi":"10.1109/tmbmc.2024.3521984","title":"Single Input Multi Output Model of Molecular Communication via Diffusion With Spheroidal Receivers","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Engineering and Physical Sciences Research Council","keywords":"Molecular communication; Diffusion; Computer science; Biological system; Physics; Topology (electrical circuits); Electronic engineering; Telecommunications; Biology; Electrical engineering; Engineering; Transmitter; Quantum mechanics; Channel (broadcasting)","score_opus":0.03861184909874216,"score_gpt":0.24371975031373003,"score_spread":0.20510790121498787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405718203","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08016175,0.005182878,0.9129961,0.00037073105,0.00005320623,0.0004155316,0.00006157358,0.00029680345,0.00046140092],"genre_scores_gemma":[0.8494516,0.004682214,0.14546457,0.00008989586,0.0000024772644,0.00010686296,0.00007985854,0.000046633926,0.00007586896],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984822,0.00033329293,0.00043543562,0.00032230758,0.00016859164,0.00025817152],"domain_scores_gemma":[0.99776495,0.00018094102,0.000059685117,0.0017330736,0.00010701165,0.00015431625],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020023256,0.00031327442,0.00030965777,0.00017337278,0.00028861593,0.000056674577,0.00076778536,0.00028054183,0.000023959374],"category_scores_gemma":[0.00000747147,0.0002671303,0.00017321827,0.00043060246,0.0004993084,0.00010433413,0.00003817501,0.00076476147,0.000014944171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004403638,0.00073186314,0.000019395873,0.000051253566,0.0001734463,0.0000040865007,0.0004870935,0.16727018,0.7558986,0.00018995962,0.000016074597,0.07511403],"study_design_scores_gemma":[0.000676016,0.00015721715,0.00004931898,0.00018493313,0.00008898588,0.0000149204725,0.00010382589,0.92182505,0.07570163,0.00010144221,0.00074055034,0.0003560811],"about_ca_topic_score_codex":0.00003063558,"about_ca_topic_score_gemma":0.0001479973,"teacher_disagreement_score":0.76928985,"about_ca_system_score_codex":0.000068359404,"about_ca_system_score_gemma":0.000024327406,"threshold_uncertainty_score":0.99997807},"labels":[],"label_agreement":null},{"id":"W4407782568","doi":"10.1109/tmbmc.2025.3544111","title":"Energy Efficient Transmitter Creation by Consuming Free Energy in Molecular Communication","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"Natural Science Basic Research Program of Shaanxi Province; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Transmitter; Energy (signal processing); Molecular communication; Computer science; Telecommunications; Physics","score_opus":0.012189043969718656,"score_gpt":0.2368783277462591,"score_spread":0.22468928377654046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407782568","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014296363,0.011031863,0.9700043,0.0015126813,0.00006726304,0.00023979353,0.000048889244,0.0001852246,0.0026136145],"genre_scores_gemma":[0.97108585,0.009821263,0.017632455,0.00081443327,0.0000019296049,0.00035350941,0.0001342485,0.000028627932,0.00012767411],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981762,0.0005272566,0.0005322424,0.00033055275,0.00012633644,0.00030741937],"domain_scores_gemma":[0.99738824,0.00026344563,0.00005448786,0.002109222,0.00007216841,0.000112427384],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020136194,0.00030406078,0.0003112081,0.00028831064,0.00031399183,0.00005694818,0.0010512569,0.00033631668,0.000027902443],"category_scores_gemma":[0.000010145617,0.00030619954,0.00014835047,0.00060561206,0.0003821361,0.000050838145,0.00003893638,0.00049065,0.0000040724594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011043748,0.0024492128,0.00016486242,0.000054808905,0.00036170293,0.000008901876,0.0004856844,0.10888059,0.6238097,0.012460874,0.0006931165,0.2505201],"study_design_scores_gemma":[0.00287193,0.00008160763,0.00030873125,0.00027028637,0.00010289883,0.000009482106,0.00016994895,0.8128648,0.15890494,0.0010684025,0.022564063,0.0007829555],"about_ca_topic_score_codex":0.00015449389,"about_ca_topic_score_gemma":0.00041561457,"teacher_disagreement_score":0.9567895,"about_ca_system_score_codex":0.000093503215,"about_ca_system_score_gemma":0.000020928153,"threshold_uncertainty_score":0.999939},"labels":[],"label_agreement":null},{"id":"W4408860659","doi":"10.1109/tmbmc.2025.3552991","title":"Anisotropic Diffusion Model of Communication in 2D Biofilm","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Engineering and Physical Sciences Research Council","keywords":"Biofilm; Anisotropy; Diffusion; Materials science; Statistical physics; Physics; Optics; Geology; Thermodynamics; Bacteria","score_opus":0.030614242365979275,"score_gpt":0.2628346760285228,"score_spread":0.23222043366254352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408860659","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12820904,0.0029551256,0.8663214,0.00048670656,0.000038265076,0.00032615394,0.000026629774,0.000093956754,0.0015427343],"genre_scores_gemma":[0.9394648,0.012712035,0.04746937,0.00013392787,8.3738166e-7,0.00011224005,0.00003009982,0.0000124944445,0.0000641629],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989243,0.0002354478,0.00041751208,0.00017902523,0.00007169793,0.00017199531],"domain_scores_gemma":[0.9981903,0.00014275781,0.000045903093,0.001506805,0.00005575614,0.00005849185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014511177,0.00017497662,0.00024767118,0.00022769836,0.00017489886,0.000016053767,0.00069757394,0.00022310286,0.00001234356],"category_scores_gemma":[0.000008259743,0.00016526153,0.000101384314,0.0004413514,0.00029266204,0.00004624395,0.00003338337,0.00044659083,0.000004291027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006464476,0.0016395451,0.0008001644,0.00006078612,0.00011388927,9.24366e-7,0.00043754658,0.25239936,0.65264285,0.004800127,0.00004226197,0.086997904],"study_design_scores_gemma":[0.00090218836,0.00004163506,0.0015361966,0.00013184421,0.000027520362,0.0000012410325,0.000089986046,0.9694345,0.02659545,0.00067714986,0.00035699017,0.00020528559],"about_ca_topic_score_codex":0.000029470199,"about_ca_topic_score_gemma":0.00022941532,"teacher_disagreement_score":0.818852,"about_ca_system_score_codex":0.000042415002,"about_ca_system_score_gemma":0.000017997512,"threshold_uncertainty_score":0.673917},"labels":[],"label_agreement":null},{"id":"W4411270977","doi":"10.1109/tmbmc.2025.3579530","title":"Communication System Design Using Synthetic Photoisomerizable Azobenzene-Regulated K <sup>+</sup> (SPARK) Channel","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Photochromic and Fluorescence Chemistry","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Azobenzene; Channel (broadcasting); SPARK (programming language); Materials science; Chemistry; Computer science; Telecommunications; Molecule; Organic chemistry; Programming language","score_opus":0.04492542501045538,"score_gpt":0.2774496917130188,"score_spread":0.23252426670256343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411270977","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26259622,0.00087881973,0.7351448,0.00022773164,0.0000556841,0.0006002827,0.00007208196,0.00017448347,0.0002498598],"genre_scores_gemma":[0.94769514,0.0005708258,0.051192068,0.00014215133,0.0000041257777,0.00025841547,0.000024501862,0.000017477554,0.00009531384],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980171,0.00056079606,0.00047019107,0.00047479433,0.00012684465,0.00035027205],"domain_scores_gemma":[0.9976219,0.0002701548,0.000120988174,0.0017245053,0.00012406743,0.00013841128],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039725486,0.00028752376,0.0003637185,0.00011858503,0.0010243434,0.00009016862,0.0010281105,0.00029629594,0.000058398145],"category_scores_gemma":[0.00002207331,0.00025059437,0.0001324286,0.00037317272,0.00069064763,0.00010090657,0.000049456485,0.0003580787,0.00003136408],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059261714,0.00043872235,0.0000062533013,0.000034427998,0.00003240062,0.0000014595879,0.00014046136,0.018094666,0.98040426,0.000082395505,0.000008599266,0.00069708755],"study_design_scores_gemma":[0.00051516225,0.0000411461,0.000025575708,0.00025598964,0.00006841572,0.000018310295,0.00046485907,0.36611483,0.6321308,0.000081933955,0.00005961159,0.00022337807],"about_ca_topic_score_codex":0.00014228784,"about_ca_topic_score_gemma":0.000007894501,"teacher_disagreement_score":0.6850989,"about_ca_system_score_codex":0.00014099873,"about_ca_system_score_gemma":0.000075304255,"threshold_uncertainty_score":0.99999464},"labels":[],"label_agreement":null},{"id":"W4412747800","doi":"10.1109/tmbmc.2025.3594064","title":"Tit-for-Tat or Hold a Grudge: Impact of Punishment on Strategic Interactions of Nano-Machines","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Punishment (psychology); Nano-; Business; Psychology; Computer science; Engineering; Social psychology","score_opus":0.19937588484432892,"score_gpt":0.42805002371013956,"score_spread":0.22867413886581064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412747800","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.564621,0.00009580093,0.42761508,0.0035166184,0.00031894277,0.0013128743,0.00091215357,0.00009516754,0.0015123849],"genre_scores_gemma":[0.9927989,0.00058068015,0.0053249532,0.0005638563,0.000004758411,0.00024286257,0.000022158505,0.000011979427,0.00044983087],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983541,0.0003015482,0.00058233546,0.0003921072,0.00015103426,0.00021891655],"domain_scores_gemma":[0.99739575,0.0012135587,0.00020069852,0.00093595183,0.0001676034,0.00008643735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018309374,0.00022307313,0.00031490537,0.00031251396,0.0003942965,0.000026751895,0.0006242206,0.00013692705,0.00009180515],"category_scores_gemma":[0.00017326487,0.0001584382,0.0002378977,0.0007157891,0.001049982,0.00006447831,0.000026335945,0.00047026877,0.000005370576],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018521979,0.0020782591,0.000022922817,0.000030975894,0.00005771709,8.6370187e-7,0.00008372968,0.00041524536,0.9861165,0.0062337257,0.00003159112,0.0047432138],"study_design_scores_gemma":[0.0020078376,0.0020915775,0.0007975886,0.00025374463,0.00010808636,0.000009467179,0.00018823093,0.013784244,0.9755741,0.00409315,0.00074248196,0.00034952714],"about_ca_topic_score_codex":0.00004605843,"about_ca_topic_score_gemma":0.00009728724,"teacher_disagreement_score":0.42817792,"about_ca_system_score_codex":0.000057786332,"about_ca_system_score_gemma":0.000096743934,"threshold_uncertainty_score":0.64609224},"labels":[],"label_agreement":null},{"id":"W4416286361","doi":"10.1109/tmbmc.2025.3633450","title":"The Role of Inelastic Proton Tunneling in Generating Point Mutations and Genetic Diversity in DNA","year":2025,"lang":"","type":"article","venue":"IEEE Transactions on Molecular Biological and Multi-Scale Communications","topic":"DNA and Nucleic Acid Chemistry","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Proton; Quantum tunnelling; Tautomer; Hamiltonian (control theory); Quantum; DNA; Kinetic energy; Kinetic isotope effect","score_opus":0.0178321727240977,"score_gpt":0.2616490877507578,"score_spread":0.24381691502666009,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416286361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9121706,0.007513414,0.078876935,0.00051455677,0.000049461025,0.00065872475,0.000051851155,0.000007079807,0.0001573615],"genre_scores_gemma":[0.98318917,0.009871474,0.0066160876,0.00007946351,0.000006247308,0.00016282122,0.000022172122,0.000010382713,0.00004217323],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99825925,0.0003309786,0.00057751767,0.00045728727,0.00008492676,0.0002900293],"domain_scores_gemma":[0.9987414,0.0001998017,0.00012339516,0.0007561917,0.000092079485,0.00008713276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022873108,0.00025366317,0.0002743645,0.00011050328,0.0007251371,0.000037369948,0.0005097066,0.00034385297,0.0000040794935],"category_scores_gemma":[0.0000686525,0.00021548131,0.000112198155,0.00031011438,0.00089836214,0.000008631435,0.00015782326,0.00045895056,7.078449e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011210758,0.0007248443,0.009367426,0.00004841501,0.000076419245,0.0000025920929,0.00031359593,0.0022517606,0.9418712,0.00003648181,5.8492134e-7,0.045194518],"study_design_scores_gemma":[0.0036326726,0.0005104899,0.01898498,0.00047660063,0.00019110407,0.000026951082,0.0038191602,0.15995467,0.8100228,0.0009254698,0.00071440294,0.00074074103],"about_ca_topic_score_codex":0.00010404464,"about_ca_topic_score_gemma":0.0005847523,"teacher_disagreement_score":0.15770291,"about_ca_system_score_codex":0.000037635727,"about_ca_system_score_gemma":0.00007604645,"threshold_uncertainty_score":0.8787073},"labels":[],"label_agreement":null}]}