{"meta":{"query_hash":"3f30867167f2","filters":{"venue":"Marine Life Science & Technology"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/3f30867167f2","api":"https://metacan.xera.ac/api/v1/cohort?venue=Marine+Life+Science+%26+Technology"},"results":[{"id":"W3205013526","doi":"10.1007/s42995-021-00120-z","title":"Finding your scientific story by writing backwards","year":2021,"lang":"en","type":"editorial","venue":"Marine Life Science & Technology","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","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":"HOPE Innovations (Canada)","funders":"","keywords":"Storytelling; Narrative; Scientific writing; Computer science; Mathematics education; Psychology; Literature; Art","score_opus":0.013192003406236845,"score_gpt":0.29988267621536274,"score_spread":0.2866906728091259,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3205013526","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001377846,0.0046041016,0.0052469564,0.062812656,0.91938716,0.00011937154,0.000100351106,0.00039796322,0.0071935016],"genre_scores_gemma":[0.004442529,0.013143298,0.013288484,0.06253416,0.8436009,0.0004331803,0.00027187497,0.0012782274,0.061007302],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9779024,0.008739336,0.0019931586,0.0014005892,0.009473061,0.0004914665],"domain_scores_gemma":[0.84391147,0.08367922,0.0067578,0.005794108,0.05119229,0.008665113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.025064036,0.002428196,0.0012280302,0.0031786028,0.0043225163,0.011974755,0.0022501498,0.0046453723,0.01662154],"category_scores_gemma":[0.13362235,0.0007852685,0.0013845664,0.0013258202,0.0055446327,0.0076101683,0.0033484371,0.01623383,0.024140928],"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":[0.000024828707,0.000011018734,0.000030460336,0.00037781114,0.000010243728,0.00007219591,0.00035924456,0.000043616776,0.00027002828,0.0038477248,0.9808406,0.014112282],"study_design_scores_gemma":[0.00000792525,0.0000125164315,0.00003396085,0.0002790262,0.000008775716,0.000094590105,0.00017624481,0.00008660867,0.00025935576,0.0027889677,0.99624026,0.000011811044],"about_ca_topic_score_codex":0.00070471084,"about_ca_topic_score_gemma":0.0015024601,"teacher_disagreement_score":0.025064036,"about_ca_system_score_codex":0.0025598381,"about_ca_system_score_gemma":0.006155824,"threshold_uncertainty_score":0.13255286},"labels":[],"label_agreement":null},{"id":"W4296554220","doi":"10.1007/s42995-022-00138-x","title":"Light history modulates growth and photosynthetic responses of a diatom to ocean acidification and UV radiation","year":2022,"lang":"en","type":"article","venue":"Marine Life Science & Technology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Mount Allison University","funders":"Anhui Provincial Key Research and Development Plan; Huangshan University; National Natural Science Foundation of China","keywords":"Photosynthesis; Diatom; Quantum yield; Thalassiosira weissflogii; Photosynthetic efficiency; Growth inhibition; Light intensity; Growth rate; Cell growth; Ocean acidification; Biophysics; Chemistry; Botany; Biology; Phytoplankton; Biochemistry; Seawater; Ecology; Physics; Optics; Nutrient; Fluorescence","score_opus":0.006678818852955372,"score_gpt":0.18311704620173452,"score_spread":0.17643822734877915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296554220","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99941635,0.00018667759,0.0001087008,0.000015437296,0.000003360719,0.0000028935835,0.00007691328,0.0000037435148,0.00018591771],"genre_scores_gemma":[0.9987752,0.00016217487,0.0002121379,0.000032668264,0.0000032531761,0.000007256689,0.0002745454,0.000004156057,0.0005286882],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9999242,0.00001637267,0.000006998495,0.000022188588,0.000014458604,0.000015787109],"domain_scores_gemma":[0.99984074,0.00003910946,0.000037599148,0.000015013471,0.000024756806,0.000042741958],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000108407774,0.0002738386,0.00025017912,0.0001330262,0.00017149761,0.0003112974,0.000160508,0.00027929747,0.00066058314],"category_scores_gemma":[0.00019495716,0.0001929764,0.00016640713,0.00014284969,0.0001376415,0.00017348275,0.00026841706,0.00033552985,0.00013070286],"study_design_candidate":"observational","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":[0.00015364843,0.000013155545,0.0029741542,0.000012692362,0.0000047146177,0.000026747497,0.000016087044,0.000027706943,0.9963259,0.000004361344,0.000008821128,0.00043188842],"study_design_scores_gemma":[0.00002643863,0.000782629,0.4540086,0.0000124954195,0.000054746022,0.00028002003,0.00027402764,0.0016019867,0.54182583,0.00003854421,0.0010787342,0.000015917072],"about_ca_topic_score_codex":0.0019593262,"about_ca_topic_score_gemma":0.0018977735,"teacher_disagreement_score":0.0019593262,"about_ca_system_score_codex":0.00032402627,"about_ca_system_score_gemma":0.00013933973,"threshold_uncertainty_score":0.0038958192},"labels":[],"label_agreement":null},{"id":"W4321482756","doi":"10.1007/s42995-022-00159-6","title":"Deciphering microeukaryotic–bacterial co-occurrence networks in coastal aquaculture ponds","year":2023,"lang":"en","type":"article","venue":"Marine Life Science & Technology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":24,"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 du Québec à Montréal","funders":"National Institute of Environmental Health Sciences; Natural Science Foundation of Ningbo; National Natural Science Foundation of China","keywords":"Aquaculture; Biology; Ecology; Ecosystem; Keystone species; Environmental science; Fishery; Fish <Actinopterygii>","score_opus":0.009782558255644948,"score_gpt":0.2480741180328578,"score_spread":0.23829155977721286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321482756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9875289,0.0008940679,0.007273599,0.000092081515,0.000014489875,0.000018381612,0.0028213067,0.00011420736,0.0012428729],"genre_scores_gemma":[0.98926836,0.00030413512,0.005245458,0.00006834303,0.000014492408,0.000042376152,0.004677074,0.000028219722,0.00035154194],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992311,0.0001480613,0.00006172519,0.00028688423,0.00012050772,0.00015168816],"domain_scores_gemma":[0.998858,0.00035111874,0.00035382502,0.000078556244,0.00019617936,0.00016239741],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00083108386,0.0004446817,0.0006434329,0.0034380797,0.000711046,0.00086761144,0.00040748823,0.00049658114,0.0010371231],"category_scores_gemma":[0.002679678,0.00025012903,0.00062070676,0.002936754,0.0004228123,0.0011071444,0.0013760088,0.0004124962,0.00032186127],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020556938,0.00008691515,0.89166236,0.0006828287,0.00061111426,0.0005033211,0.0013980244,0.010791902,0.054061163,0.0014322719,0.001981123,0.036583487],"study_design_scores_gemma":[0.0000123650925,0.00008293621,0.92544466,0.000096168245,0.00024960778,0.00028751965,0.0015798997,0.058924057,0.0037759377,0.0036719057,0.0058208355,0.0000542082],"about_ca_topic_score_codex":0.0042414907,"about_ca_topic_score_gemma":0.0075496486,"teacher_disagreement_score":0.0042414907,"about_ca_system_score_codex":0.0004615009,"about_ca_system_score_gemma":0.0005781788,"threshold_uncertainty_score":0.00843364},"labels":[],"label_agreement":null},{"id":"W4392001863","doi":"10.1007/s42995-023-00215-9","title":"Role of marine natural products in the development of antiviral agents against SARS-CoV-2: potential and prospects","year":2024,"lang":"en","type":"review","venue":"Marine Life Science & Technology","topic":"Seaweed-derived Bioactive Compounds","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Ministry of Oceans and Fisheries","keywords":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Coronavirus; Drug development; Antiviral drug; Drug; Coronavirus disease 2019 (COVID-19); Outbreak; Drug discovery; 2019-20 coronavirus outbreak; Biology; Virology; Medicine; Disease; Infectious disease (medical specialty); Pharmacology; Bioinformatics","score_opus":0.03153808798841649,"score_gpt":0.28406420299301116,"score_spread":0.25252611500459465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392001863","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00019973794,0.9986381,0.00012297345,0.00012987519,0.000118291406,0.0000050176823,0.00002839722,0.0000051730813,0.0007525189],"genre_scores_gemma":[0.0006669133,0.99863774,0.00015685531,0.000084044485,0.000067636756,0.0000036625372,0.000027718841,6.689545e-7,0.00035464184],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998952,0.000015423966,0.000013862237,0.000018684623,0.0000416825,0.000015174317],"domain_scores_gemma":[0.99977094,0.00009864782,0.000038964896,0.000006251714,0.000058815094,0.000026413889],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055098464,0.0008141847,0.0012963112,0.0017848943,0.00019477226,0.0010679791,0.0006341562,0.0008326847,0.003990989],"category_scores_gemma":[0.00053936214,0.00022292824,0.00046957436,0.00206407,0.00028745228,0.00096584606,0.0005849389,0.0013041657,0.0013362353],"study_design_candidate":"not_applicable","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":[0.00013151982,0.00008375405,0.00015636903,0.017501459,0.00012367875,0.00021777728,0.000043812874,0.00042246384,0.004480527,0.002399745,0.013754218,0.9606848],"study_design_scores_gemma":[0.00004482214,0.00021239794,0.0009743888,0.0036866928,0.00028472583,0.00071087363,0.00007151909,0.00015588882,0.0012744479,0.001272026,0.9912868,0.000025301406],"about_ca_topic_score_codex":0.0011467105,"about_ca_topic_score_gemma":0.002445646,"teacher_disagreement_score":0.003990989,"about_ca_system_score_codex":0.00038335097,"about_ca_system_score_gemma":0.0009464546,"threshold_uncertainty_score":0.013351142},"labels":[],"label_agreement":null},{"id":"W4407548688","doi":"10.1007/s42995-024-00270-w","title":"RNA virus diversity highlights the potential biosecurity threat posed by Antarctic krill","year":2025,"lang":"en","type":"article","venue":"Marine Life Science & Technology","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","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":"Ministry of Agriculture","funders":"Central Public-interest Scientific Institution Basal Research Fund, Chinese Academy of Fishery Sciences; Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences; Chinese Academy of Fishery Sciences; National Natural Science Foundation of China","keywords":"Human virome; Biology; Krill; Euphausia; Antarctic krill; Microplastics; Picornavirus; Zoology; Food web; Crustacean; Ecology; Invertebrate; Shellfish; Ecosystem; RNA; Fishery; Metagenomics; Aquatic animal; Genetics; Gene; Fish <Actinopterygii>","score_opus":0.0038751217066548675,"score_gpt":0.21532275900712958,"score_spread":0.21144763730047472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407548688","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99600524,0.0015257738,0.0008307609,0.00004826191,0.00001303127,0.000009208901,0.0008494223,0.000015088567,0.0007031191],"genre_scores_gemma":[0.9946995,0.000868234,0.0022790616,0.00010333445,0.000015474638,0.00001616196,0.0015134453,0.000010323304,0.00049441995],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9997352,0.000034182653,0.000019969697,0.000084091604,0.00006295299,0.000063638596],"domain_scores_gemma":[0.9997285,0.000045850844,0.00011710433,0.000016653195,0.000055700442,0.00003617028],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027051885,0.00038207733,0.000272368,0.0011155604,0.000555188,0.00071309844,0.00013649046,0.00034316044,0.00075378764],"category_scores_gemma":[0.00043610256,0.00014590778,0.00034652406,0.0007029494,0.00028008252,0.00043420252,0.00056376075,0.00035273156,0.0002215507],"study_design_candidate":"observational","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":[0.00021973618,0.000021777068,0.2679587,0.00031167493,0.00011340776,0.00028962112,0.000593027,0.00042155746,0.71549743,0.00019857098,0.00019467903,0.014179783],"study_design_scores_gemma":[0.0000044614244,0.00031968427,0.945023,0.00010251123,0.00014912822,0.0011201674,0.0019063398,0.0017507124,0.043133684,0.00038987957,0.006064523,0.000035969388],"about_ca_topic_score_codex":0.0028594204,"about_ca_topic_score_gemma":0.0059636715,"teacher_disagreement_score":0.0028594204,"about_ca_system_score_codex":0.00031078054,"about_ca_system_score_gemma":0.00030342897,"threshold_uncertainty_score":0.005685568},"labels":[],"label_agreement":null},{"id":"W4413303305","doi":"10.1007/s42995-025-00310-z","title":"Anammox and denitrifying bacteria and their nitrogen removal potential in lake sediments mediated by environmental changes","year":2025,"lang":"en","type":"article","venue":"Marine Life Science & Technology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Denitrifying bacteria; Anammox; Environmental chemistry; Nitrogen; Environmental science; Bacteria; Denitrification; Ecology; Chemistry; Biology","score_opus":0.003925212431411498,"score_gpt":0.19240334904003925,"score_spread":0.18847813660862775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413303305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9996599,0.00006667773,0.000040084644,0.000006060725,0.0000016069785,9.684553e-7,0.00003091935,0.0000015122693,0.00019228282],"genre_scores_gemma":[0.99924755,0.0000420199,0.00005370482,0.00000451248,0.0000012920977,0.0000024117173,0.000065738546,7.361209e-7,0.00058202405],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998982,0.000016984935,0.000008334514,0.00002096188,0.000021529779,0.000033906934],"domain_scores_gemma":[0.9998877,0.000019519455,0.000027467579,0.000004193539,0.000029824336,0.000031377873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015047182,0.00019154121,0.00013312417,0.00023066414,0.0001960138,0.00035713523,0.00012729526,0.0002534643,0.00070984184],"category_scores_gemma":[0.0002226145,0.00019024401,0.00012984981,0.00020919222,0.0002495602,0.00031776316,0.00025445124,0.00021024761,0.00011111873],"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":[0.0024543789,0.000109046836,0.040515833,0.00007282654,0.000042019816,0.00016705158,0.0003537307,0.00051266584,0.95241255,0.00025977843,0.000054742224,0.003045356],"study_design_scores_gemma":[0.000056831504,0.000984763,0.7325565,0.000012980079,0.00010706269,0.00018609542,0.00091227563,0.004518364,0.25895637,0.00026892236,0.0014137283,0.000026007674],"about_ca_topic_score_codex":0.004872016,"about_ca_topic_score_gemma":0.0051679467,"teacher_disagreement_score":0.004872016,"about_ca_system_score_codex":0.00034930353,"about_ca_system_score_gemma":0.00026435073,"threshold_uncertainty_score":0.0096873045},"labels":[],"label_agreement":null},{"id":"W4415144973","doi":"10.1007/s42995-025-00308-7","title":"Spatial environmental heterogeneity of ocean currents affects pelagic ciliate community structure, assembly, and co-occurrence network complexity in the Scotia Sea, Antarctic","year":2025,"lang":"en","type":"article","venue":"Marine Life Science & Technology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pelagic zone; Ciliate; Nova scotia; Structural complexity; Plankton; Community structure","score_opus":0.01721643429919936,"score_gpt":0.2475180340717945,"score_spread":0.23030159977259515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415144973","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9996859,0.00002354456,0.000018411432,0.000011510783,0.0000010646602,6.3423465e-7,0.00013379582,0.000001496133,0.00012365455],"genre_scores_gemma":[0.999795,0.000013906673,0.000015650314,0.000005128049,9.541518e-7,7.6086127e-7,0.00007951523,7.9568633e-7,0.00008831812],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9998517,0.00002281499,0.0000145644035,0.00004786436,0.000017376256,0.0000457097],"domain_scores_gemma":[0.99919194,0.00019333756,0.0002470833,0.000054546268,0.00011202921,0.00020104156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019766108,0.00012335669,0.0001669596,0.00080701354,0.00046391197,0.00068442273,0.00021566649,0.00024814726,0.0013104728],"category_scores_gemma":[0.0010368248,0.00019758081,0.00030893568,0.0008235588,0.0005783367,0.0003251316,0.000715468,0.00018155151,0.00014910311],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000088944376,0.000006998993,0.9940043,0.000014376225,0.000087069704,0.00009940193,0.00029896336,0.00064154016,0.003319595,0.000068524525,0.0001238679,0.001246434],"study_design_scores_gemma":[9.412203e-7,0.0000033990593,0.9993104,0.0000013443354,0.0000066570346,0.000014853008,0.0002183402,0.0003709778,0.000026991245,0.000015345611,0.000029347097,0.000001479329],"about_ca_topic_score_codex":0.19494814,"about_ca_topic_score_gemma":0.31799445,"teacher_disagreement_score":0.19494814,"about_ca_system_score_codex":0.0009733485,"about_ca_system_score_gemma":0.00064373255,"threshold_uncertainty_score":0.38762683},"labels":[],"label_agreement":null}]}