{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"24d706fbd6ca","filters":{"venue":"Synthetic Biology"}},"results":[{"id":"W3133068703","doi":"10.1093/synbio/ysab008","title":"Transcriptional control of <i>Clostridium autoethanogenum</i> using CRISPRi","year":2021,"lang":"en","type":"article","venue":"Synthetic Biology","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Biological and Environmental Research; Office of Science; Joint Genome Institute; Suncor Energy Incorporated; U.S. Department of Energy","keywords":"Biomanufacturing; Bioprocess; CRISPR interference; Biochemical engineering; Computational biology; Metabolic engineering; CRISPR; Function (biology); Clostridium; Biotechnology; Gene; Biology; Genome editing; Cell biology; Genetics; Engineering; Bacteria","authors":[{"name":"Nicholas Fackler","is_ca":false},{"name":"James K. Heffernan","is_ca":false},{"name":"Alex Juminaga","is_ca":false},{"name":"Damien Doser","is_ca":false},{"name":"Shilpa Nagaraju","is_ca":false},{"name":"R. Axayácatl González-García","is_ca":false},{"name":"Séan D. Simpson","is_ca":false},{"name":"Esteban Marcellin","is_ca":false},{"name":"Michael Köpke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01154940856795527,"gpt":0.3146777938822732,"spread":0.303128385314318,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001966628,0.0004068121,0.000137019,0.0001807699,0.0001871951,0.0003756683,0.0003998812,0.0002151411,0.0008122125],"category_scores_gemma":[0.0001948063,0.0001259382,0.000198301,0.0001254996,0.0002947778,0.00007790758,0.0004045908,0.0005500802,0.0002800531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005980021,"about_ca_system_score_gemma":0.000442747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002944383,"about_ca_topic_score_gemma":0.003360261,"domain_scores_codex":[0.9997557,0.00002977376,0.00001682774,0.00006118508,0.00007491194,0.00006162746],"domain_scores_gemma":[0.9998111,0.00003785839,0.00006081436,0.00002691232,0.00002714601,0.00003621994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002459698,0.00001138623,0.0001234026,0.00001326499,0.00000179618,0.00002658607,0.00000908855,0.0001712491,0.998394,0.0002484214,0.00008016155,0.0008960402],"study_design_scores_gemma":[0.000006584074,0.00002640651,0.001267612,0.000003019147,0.000004518733,0.00006183776,0.00001616246,0.002510656,0.9934289,0.00005715443,0.002610681,0.000006447257],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609333,0.0003773384,0.03016792,0.0003432008,0.0001219745,0.00006653347,0.001102975,0.001021829,0.005864797],"genre_scores_gemma":[0.9885997,0.0001241089,0.007966349,0.00007846276,0.00000631273,0.00002655279,0.0004961282,0.00008276806,0.002619535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002944383,"threshold_uncertainty_score":0.005854487,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3113064477","doi":"10.1093/synbio/ysaa019","title":"Modular cell-free expression plasmids to accelerate biological design in cells","year":2020,"lang":"en","type":"article","venue":"Synthetic Biology","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Biological and Environmental Research; Office of Science; U.S. Department of Energy; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Joint Genome Institute; Suncor Energy Incorporated","keywords":"Synthetic biology; Metabolic engineering; Computational biology; Plasmid; Modular design; Biochemical engineering; Biology; Computer science; Expression vector; Biotechnology; DNA; Gene; Genetics; Engineering; Recombinant DNA","authors":[{"name":"Ashty S. Karim","is_ca":false},{"name":"Fungmin Liew","is_ca":false},{"name":"Shivani Garg","is_ca":false},{"name":"Bastian Vögeli","is_ca":false},{"name":"Blake J. Rasor","is_ca":false},{"name":"Aislinn Gonnot","is_ca":false},{"name":"Marilene Pavan","is_ca":false},{"name":"Alex Juminaga","is_ca":false},{"name":"Séan D. Simpson","is_ca":false},{"name":"Michael Köpke","is_ca":false},{"name":"Michael C. Jewett","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02526519611047439,"gpt":0.2949021593929583,"spread":0.2696369632824839,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008471592,0.0009054733,0.0004694748,0.0004926811,0.0002735774,0.0007813877,0.0008424127,0.0004994243,0.001708403],"category_scores_gemma":[0.000903554,0.0004972357,0.0007077391,0.0005377947,0.0004018712,0.0006643099,0.0007259069,0.001831097,0.001807569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007204823,"about_ca_system_score_gemma":0.0005945154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004124268,"about_ca_topic_score_gemma":0.0005192252,"domain_scores_codex":[0.9993628,0.0001150694,0.00007352691,0.0001239336,0.0002341028,0.00009066021],"domain_scores_gemma":[0.9994171,0.0001349166,0.0001585575,0.0001109698,0.00010132,0.00007722122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005796771,0.00005350614,0.0002034308,0.000117336,0.00001520751,0.00007935065,0.00005565935,0.001470885,0.9847701,0.00313602,0.0004872757,0.009553209],"study_design_scores_gemma":[0.00001784279,0.0001821043,0.0002346439,0.0000114014,0.00001403654,0.0001005575,0.00001324142,0.00336384,0.9795802,0.000321826,0.01614479,0.00001549805],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1963955,0.0007031704,0.791853,0.0004654994,0.0003295456,0.0007161552,0.001277686,0.004500314,0.003759234],"genre_scores_gemma":[0.4425184,0.001576324,0.5367807,0.0002293519,0.00005720128,0.000653099,0.006187281,0.001504406,0.01049316],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001708403,"threshold_uncertainty_score":0.005715251,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2982292739","doi":"10.1093/synbio/ysz026","title":"Rapid generation of sequence-diverse terminator libraries and their parameterization using quantitative Term-Seq","year":2019,"lang":"en","type":"article","venue":"Synthetic Biology","topic":"RNA and protein synthesis mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Lethbridge","funders":"Alberta Innovates; Alberta Innovates - Technology Futures","keywords":"Term (time); Computer science; Terminator (solar); Sequence (biology); Artificial intelligence; Computational biology; Algorithm; Biology; Genetics","authors":[{"name":"Andrew J. Hudson","is_ca":true},{"name":"Hans‐Joachim Wieden","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06114298740733973,"gpt":0.2796636134164923,"spread":0.2185206260091526,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003891862,0.001048419,0.001452348,0.0009477314,0.0004796444,0.00157878,0.001062265,0.000838247,0.002334801],"category_scores_gemma":[0.0042084,0.0006887758,0.001031188,0.0009325938,0.0007299387,0.0007856648,0.001142892,0.002364965,0.001906395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008896356,"about_ca_system_score_gemma":0.0007522326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004774425,"about_ca_topic_score_gemma":0.001111466,"domain_scores_codex":[0.9981139,0.0003629719,0.00018227,0.0004870594,0.0007092998,0.0001445338],"domain_scores_gemma":[0.9975414,0.0009428885,0.0004015516,0.0004514736,0.0005029319,0.0001597015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008490455,0.00003977196,0.0004147585,0.0001161079,0.00001992295,0.00002612396,0.00003653622,0.00235956,0.9891328,0.0006542754,0.0002545316,0.006860734],"study_design_scores_gemma":[0.00001828738,0.0001054833,0.0006446122,0.0000119379,0.00002300196,0.00005119727,0.00001628692,0.01497124,0.9797388,0.0005266348,0.003857294,0.00003514347],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1155217,0.0004311877,0.8724777,0.0001163536,0.00008436582,0.0006605119,0.004543708,0.004404175,0.00176041],"genre_scores_gemma":[0.2583174,0.0006647258,0.7195291,0.000366374,0.00004398576,0.001861679,0.01201939,0.002942047,0.00425533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003891862,"threshold_uncertainty_score":0.02058232,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4362717777","doi":"10.1093/synbio/ysad006","title":"Functional Synthetic Biology","year":2023,"lang":"en","type":"review","venue":"Synthetic Biology","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Synthetic biology; Modular design; Flexibility (engineering); Reuse; Computer science; Predictability; Variety (cybernetics); Function (biology); Systems engineering; Software engineering; Biochemical engineering; Risk analysis (engineering); Data science; Artificial intelligence; Engineering; Computational biology; Biology; Ecology","authors":[{"name":"Ibrahim Aldulijan","is_ca":false},{"name":"Jacob Beal","is_ca":false},{"name":"Sonja Billerbeck","is_ca":false},{"name":"Jeff Bouffard","is_ca":true},{"name":"Gaël Chambonnier","is_ca":false},{"name":"Nikolaos Ntelkis","is_ca":false},{"name":"Isaac Guerreiro","is_ca":false},{"name":"Martin Holub","is_ca":false},{"name":"Paul D. Ross","is_ca":false},{"name":"Vinoo Selvarajah","is_ca":false},{"name":"Noah Sprent","is_ca":false},{"name":"Gonzalo Vidal","is_ca":false},{"name":"Alejandro Vignoni","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04372238318089176,"gpt":0.3117237680072875,"spread":0.2680013848263957,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009157869,0.001667036,0.001090349,0.002350191,0.0005582884,0.002014154,0.001505643,0.002027794,0.009193776],"category_scores_gemma":[0.0009358485,0.0005192031,0.0007597791,0.001728253,0.001497635,0.002416811,0.001695768,0.002844077,0.006529802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00156884,"about_ca_system_score_gemma":0.001223047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009536672,"about_ca_topic_score_gemma":0.001056854,"domain_scores_codex":[0.999559,0.0000786785,0.00003788012,0.00008777589,0.000183698,0.00005295778],"domain_scores_gemma":[0.9996833,0.000167586,0.00003049504,0.00002677877,0.00006186288,0.00003004892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005300265,0.00009947186,0.0001098325,0.01246987,0.00008659715,0.0002697238,0.0001426272,0.001455437,0.005651695,0.1505219,0.08245904,0.7466808],"study_design_scores_gemma":[0.00000642484,0.00002091139,0.00004510421,0.000635233,0.00001076789,0.0002633397,0.00001364231,0.00009751219,0.0008935526,0.008734547,0.9892698,0.000009198639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003392631,0.9660514,0.005475066,0.001084329,0.001580232,0.00004611153,0.0001297898,0.0001021365,0.02519161],"genre_scores_gemma":[0.005380845,0.9746501,0.00443039,0.00138789,0.0006985902,0.0001281909,0.0002992032,0.00004951113,0.01297535],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009193776,"threshold_uncertainty_score":0.03075624,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3083531468","doi":"10.1093/synbio/ysaa015","title":"CRAGE-mediated insertion of fluorescent chromosomal markers for accurate and scalable measurement of co-culture dynamics in Escherichia coli","year":2020,"lang":"en","type":"article","venue":"Synthetic Biology","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Genome British Columbia; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Office of Science; Mitacs; Genome British Columbia; Joint Genome Institute; U.S. Department of Energy","keywords":"Biosensor; Green fluorescent protein; Fluorescence; Population; Escherichia coli; Biological system; Chemistry; Metabolic engineering; Biology; Biophysics; Biochemistry; Enzyme; Physics; Gene","authors":[{"name":"Avery J. C. Noonan","is_ca":true},{"name":"Yilin Qiu","is_ca":true},{"name":"Joe C. H. Ho","is_ca":true},{"name":"Jewel Ocampo","is_ca":true},{"name":"K A Vreugdenhil","is_ca":true},{"name":"R Alexander Marr","is_ca":true},{"name":"Zhiying Zhao","is_ca":false},{"name":"Yasuo Yoshikuni","is_ca":false},{"name":"Steven Hallam","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01394859002342012,"gpt":0.2556824678049884,"spread":0.2417338777815683,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000407,0.0005945264,0.0005083604,0.0003705494,0.000130122,0.0005642599,0.0005030953,0.0004888992,0.0004290279],"category_scores_gemma":[0.000519195,0.0002516782,0.0004221616,0.0004172342,0.0002544539,0.0002953604,0.0006189729,0.0009313942,0.0003774162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004813128,"about_ca_system_score_gemma":0.0002525638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001825382,"about_ca_topic_score_gemma":0.00196829,"domain_scores_codex":[0.999437,0.00009067178,0.00004620236,0.0001759182,0.0001933645,0.00005679628],"domain_scores_gemma":[0.9996142,0.0001222993,0.00009151618,0.00008044512,0.00005604856,0.00003546977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002558127,0.00002939258,0.0002388872,0.00001903527,0.000005753055,0.00001356529,0.000008870301,0.0003852874,0.9976465,0.00004583109,0.00002283887,0.001558524],"study_design_scores_gemma":[0.000004002,0.00009225296,0.00140424,0.000004001942,0.000007812181,0.00004184262,0.00001524604,0.007927729,0.9899508,0.00001682074,0.0005267395,0.00000840902],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158444,0.0004418031,0.08048784,0.000109073,0.00003064384,0.0001275743,0.001109556,0.0009496595,0.0008993769],"genre_scores_gemma":[0.9424286,0.0004425723,0.05386833,0.00004677637,0.000004910508,0.000150779,0.001029999,0.0001260019,0.001902076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001825382,"threshold_uncertainty_score":0.003629506,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409220815","doi":"10.1093/synbio/ysaf008","title":"Engineering a custom-sized DNA scaffold for more efficient DNA origami-based nucleic acid data storage","year":2025,"lang":"en","type":"article","venue":"Synthetic Biology","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Boise State University; National Science Foundation","keywords":"Nucleic acid; DNA origami; DNA; Scaffold; Computer science; Nanotechnology; Chemistry; Materials science; Biochemistry; Database","authors":[{"name":"Sarah Kobernat","is_ca":false},{"name":"Maryna Lazouskaya","is_ca":false},{"name":"Benjamin Balzer","is_ca":false},{"name":"Amanda Wolf","is_ca":false},{"name":"Golam Md Mortuza","is_ca":false},{"name":"George D. Dickinson","is_ca":false},{"name":"Tim Andersen","is_ca":false},{"name":"William L. Hughes","is_ca":true},{"name":"Luca Piantanida","is_ca":true},{"name":"Eric J. Hayden","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01134563588859739,"gpt":0.2854828494580622,"spread":0.2741372135694648,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002736202,0.0003687524,0.0002545757,0.000320924,0.0001877738,0.0004305068,0.0004231556,0.0005257655,0.001002438],"category_scores_gemma":[0.0005267815,0.0001929517,0.0002696349,0.0002889002,0.000276508,0.0005208811,0.0003793086,0.0004613727,0.0006416788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003897084,"about_ca_system_score_gemma":0.0003277058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003553808,"about_ca_topic_score_gemma":0.0008597313,"domain_scores_codex":[0.9998438,0.00001645324,0.0000172492,0.00004729597,0.00004963875,0.00002552897],"domain_scores_gemma":[0.9996659,0.00008405586,0.0001052195,0.00004690636,0.00005521858,0.00004274895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001257212,0.00001775327,0.00006219013,0.00003387755,0.000002055292,0.00003965003,0.00001692259,0.0003595884,0.9968721,0.0002510106,0.00002973946,0.002302554],"study_design_scores_gemma":[0.000007319929,0.00009147778,0.0002447909,0.00000304425,0.000004938709,0.00006799063,0.00001598678,0.003106895,0.9939865,0.00005898274,0.002405492,0.000006442146],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8893932,0.001281,0.1043228,0.0003569058,0.0001520457,0.00019412,0.0004518128,0.0007105329,0.003137718],"genre_scores_gemma":[0.8568883,0.0007598507,0.1385405,0.0001228019,0.00002981446,0.0001443894,0.0006157574,0.0001071968,0.002791477],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001002438,"threshold_uncertainty_score":0.003353477,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417461623","doi":"10.1093/synbio/ysaf020","title":"RAPID-DASH: fast and efficient assembly of guide RNA arrays for multiplexed CRISPR-Cas9 applications","year":2025,"lang":"en","type":"article","venue":"Synthetic Biology","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia; Genome British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Scalability; Multiplexing; Guide RNA; RNA; Construct (python library)","authors":[{"name":"Asfar Lathif Salaudeen","is_ca":true},{"name":"Nicholas Mateyko","is_ca":true},{"name":"Carl G. de Boer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008336612209647445,"gpt":0.3249633389849739,"spread":0.3166267267753264,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001684461,0.001116445,0.0009886398,0.0009197128,0.0005783014,0.001440857,0.001441345,0.0007081021,0.00388558],"category_scores_gemma":[0.001222951,0.0009186937,0.0007206529,0.0005088164,0.0005390674,0.0008355241,0.001180964,0.00172195,0.003412896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007025516,"about_ca_system_score_gemma":0.0006032343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005612313,"about_ca_topic_score_gemma":0.001977099,"domain_scores_codex":[0.9980659,0.0002493177,0.0001510647,0.000405357,0.001003869,0.0001245197],"domain_scores_gemma":[0.9992862,0.0001793769,0.0001320517,0.0001435537,0.0001503244,0.000108416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001663598,0.00007904778,0.0002959026,0.0002060212,0.00004287977,0.0001674083,0.00007447028,0.001531165,0.9570678,0.001662487,0.002889506,0.03581686],"study_design_scores_gemma":[0.00002759986,0.0001535629,0.0002698995,0.00001050386,0.00001553391,0.0002043313,0.00001854268,0.008934393,0.9650567,0.0002774025,0.02499008,0.00004136829],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09285296,0.001719137,0.8708919,0.0003930115,0.0004466428,0.000742752,0.00305151,0.02375342,0.0061487],"genre_scores_gemma":[0.1430167,0.001305111,0.8372149,0.0002488189,0.00007361036,0.0007116794,0.004371943,0.001617871,0.01143937],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00388558,"threshold_uncertainty_score":0.01299852,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}