{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":20,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":20,"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":"a0ef99b9fb86","filters":{"venue":"Cell and Gene Therapy Insights"}},"results":[{"id":"W4390679400","doi":"10.18609/cgti.2023.195","title":"Current issues & future trends in cryopreservation for advanced therapies","year":2023,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; National Institutes of Health; Panthera","keywords":"Cryopreservation; Current (fluid); Intensive care medicine; Medicine; Risk analysis (engineering); Engineering ethics; Engineering; Biology; Fishery","authors":[{"name":"Jason P. Acker","is_ca":true},{"name":"Allison Hubel","is_ca":true},{"name":"Sean R. Werner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06216544241441164,"gpt":0.3603320566345505,"spread":0.2981666142201388,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01137546,0.0007514112,0.0008641713,0.002575166,0.001952856,0.00923515,0.002476289,0.007623963,0.02998051],"category_scores_gemma":[0.01304524,0.0004353952,0.00108221,0.003660749,0.003704545,0.009674967,0.002141383,0.006886663,0.01170917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004361626,"about_ca_system_score_gemma":0.008697852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002299339,"about_ca_topic_score_gemma":0.004772746,"domain_scores_codex":[0.995953,0.0008694434,0.0004957068,0.0004107763,0.001871074,0.0004001105],"domain_scores_gemma":[0.9801645,0.007497513,0.001330193,0.0004535937,0.007520852,0.003033432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007938747,0.0001201131,0.000572384,0.003385762,0.00001717351,0.0002954195,0.0002679613,0.0002907192,0.0007170531,0.01778629,0.5125768,0.463891],"study_design_scores_gemma":[0.000007036714,0.00004130559,0.0003058573,0.001053208,0.000009967936,0.0003112735,0.0003034664,0.0001417606,0.0001487467,0.004568161,0.9930957,0.00001354368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007483668,0.6160065,0.002397203,0.2868066,0.06154735,0.00007311818,0.000204347,0.0002469493,0.03196952],"genre_scores_gemma":[0.009000525,0.7885221,0.007039101,0.08910439,0.06637312,0.0001607815,0.0004709878,0.0001794977,0.0391496],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02998051,"threshold_uncertainty_score":0.1002948,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7122431200","doi":"10.18609/cgti.2022.246","title":"Process & analytical insights for GMP manufacturing of mRNA lipid nanoparticles","year":2022,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"RNA Interference and Gene Delivery","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Precision Nanosystems (Canada)","funders":"","keywords":"Manufacturing process; Process (computing); Messenger RNA; Product (mathematics); RNA; Software deployment; Key (lock); New product development","authors":[{"name":"Emmanuelle Cameau","is_ca":false},{"name":"Peiqing Zhang","is_ca":false},{"name":"Shell Ip","is_ca":true},{"name":"Linda Mathiasson","is_ca":false},{"name":"Katarina Stenklo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02028146037924745,"gpt":0.2551450798181778,"spread":0.2348636194389304,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000915797,0.0009171274,0.0004231534,0.0007163559,0.0004397432,0.001114117,0.0006003132,0.0007444648,0.002711201],"category_scores_gemma":[0.0008685138,0.0004841503,0.0004159164,0.0004753099,0.0007490755,0.001143517,0.0006735419,0.001349645,0.003096214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007908631,"about_ca_system_score_gemma":0.00117966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006091237,"about_ca_topic_score_gemma":0.0009697478,"domain_scores_codex":[0.9993697,0.00007344291,0.0000326379,0.00009163788,0.0003859122,0.00004671985],"domain_scores_gemma":[0.9997416,0.0001135918,0.0000438039,0.00002830851,0.00005999739,0.00001264901],"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":[0.00009206486,0.0001009472,0.0003717088,0.0009292769,0.00001291237,0.0006851712,0.0002870451,0.002507251,0.8726192,0.01891919,0.002118277,0.101357],"study_design_scores_gemma":[0.00001796692,0.0001614764,0.0004470675,0.00007158041,0.00001088612,0.0007972988,0.0001072877,0.009799216,0.9025207,0.005572202,0.08046252,0.00003176434],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06385079,0.01285709,0.8783739,0.002188559,0.000517073,0.0006712331,0.0008476597,0.00177258,0.03892112],"genre_scores_gemma":[0.2131549,0.01681579,0.7493533,0.001142583,0.0002126682,0.0006584708,0.0006152063,0.0004824009,0.01756467],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002711201,"threshold_uncertainty_score":0.00906992,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4225544007","doi":"10.18609/cgti.2022.024","title":"Developing stem cell therapies: expansion strategies and lessons learned","year":2022,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Mesenchymal stem cell research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Stem cell; Medicine; Psychology; Biology; Cell biology","authors":[{"name":"Catherine A. Siler","is_ca":false},{"name":"Shirley H. J. Mei","is_ca":false},{"name":"Josée Champagne","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.112592952582567,"gpt":0.330714023287791,"spread":0.218121070705224,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006516335,0.00100081,0.0006488134,0.001068605,0.000745761,0.004010485,0.001708249,0.00225351,0.002843294],"category_scores_gemma":[0.003026829,0.0003350852,0.0004263533,0.0006240915,0.005167901,0.005550299,0.001773719,0.005638229,0.001292581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002254824,"about_ca_system_score_gemma":0.002558727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001729797,"about_ca_topic_score_gemma":0.00229056,"domain_scores_codex":[0.9986503,0.0003478143,0.00009380822,0.0002216132,0.0005716225,0.0001148541],"domain_scores_gemma":[0.9981018,0.0009005971,0.00007298375,0.0001186622,0.0004570533,0.0003491004],"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":[0.0001188384,0.000386927,0.001181835,0.002690337,0.00004068196,0.000452237,0.002403851,0.004218591,0.02477088,0.1278175,0.02579308,0.8101254],"study_design_scores_gemma":[0.0001118233,0.001058822,0.001407333,0.002594849,0.00005046985,0.001722192,0.004403413,0.006391994,0.05074604,0.180387,0.7509796,0.0001464419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03399681,0.6718283,0.128636,0.1229847,0.003738057,0.0002137861,0.0001761494,0.0004287717,0.03799759],"genre_scores_gemma":[0.1405468,0.7035788,0.1164835,0.01716903,0.002759901,0.0002113244,0.0001914804,0.000206563,0.01885257],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006516335,"threshold_uncertainty_score":0.03446209,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4318484555","doi":"10.18609/cgti.2022.210","title":"Process development optimization for GMP manufacturing: a CAR-T case study","year":2022,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Manufacturing engineering; Process (computing); Computer science; Engineering","authors":[{"name":"Gary M Pigeau","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01611449580240797,"gpt":0.2185807969203052,"spread":0.2024663011178972,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004288672,0.0009603821,0.0007028489,0.001429255,0.002452406,0.003631415,0.001701258,0.002499146,0.006646557],"category_scores_gemma":[0.005190284,0.0004619837,0.001414814,0.001648028,0.001371873,0.001405497,0.001480071,0.002080671,0.002628806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002948513,"about_ca_system_score_gemma":0.003227899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006371242,"about_ca_topic_score_gemma":0.009249533,"domain_scores_codex":[0.9960428,0.0007426139,0.0002082457,0.0003916152,0.002088757,0.0005259502],"domain_scores_gemma":[0.9966125,0.001394515,0.0003361356,0.0005976863,0.0007406374,0.0003185992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.002337849,0.004113816,0.0163311,0.004039895,0.0001710001,0.03854964,0.004974282,0.1766696,0.1506913,0.05116082,0.02177574,0.529185],"study_design_scores_gemma":[0.0003952652,0.007834583,0.0119552,0.0006984252,0.0003350499,0.02871444,0.006668518,0.1740487,0.3492365,0.01734319,0.402364,0.0004061694],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.597601,0.01151763,0.2433014,0.005294367,0.0006212519,0.003724584,0.001461085,0.001929942,0.1345486],"genre_scores_gemma":[0.8160597,0.004726419,0.1532424,0.0004590228,0.0001034798,0.0004259761,0.0006646765,0.0004890062,0.02382928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006646557,"threshold_uncertainty_score":0.02268094,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402802170","doi":"10.18609/cgti.2024.107","title":"iPSC-based therapy dilemmas explored: overcoming hurdles for future success","year":2024,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Engineering ethics; Management science; Medicine; Risk analysis (engineering); Intensive care medicine; Engineering","authors":[{"name":"Melissa Carpenter","is_ca":false},{"name":"Lise Munsie","is_ca":false},{"name":"Kim Raineri","is_ca":false},{"name":"Bruno Marques","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01645334297594922,"gpt":0.246423476193035,"spread":0.2299701332170858,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1883201,0.002026529,0.003477737,0.003337266,0.009067321,0.02343679,0.00609547,0.02180449,0.01035961],"category_scores_gemma":[0.1231024,0.001154398,0.002128519,0.00191823,0.04386522,0.04271873,0.01928865,0.04599027,0.004330053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009078862,"about_ca_system_score_gemma":0.03103052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002805294,"about_ca_topic_score_gemma":0.004310349,"domain_scores_codex":[0.9393747,0.02843168,0.004932381,0.004210913,0.01863604,0.004414211],"domain_scores_gemma":[0.8435942,0.09945597,0.00381585,0.008078852,0.0302799,0.01477521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003251131,0.0005378815,0.001213458,0.003321646,0.0001501538,0.001851474,0.00947524,0.001849877,0.001765871,0.4321243,0.226018,0.321367],"study_design_scores_gemma":[0.0001169716,0.0003719535,0.000390407,0.004446986,0.00004924517,0.001496055,0.009631461,0.001084003,0.001081334,0.5011561,0.4799959,0.0001794871],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002092404,0.1222505,0.01393972,0.8408525,0.006454526,0.0001408891,0.00004917082,0.0001629999,0.01405721],"genre_scores_gemma":[0.1507314,0.3254102,0.08081187,0.3984433,0.02399568,0.002055188,0.0003587728,0.0007287394,0.01746492],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1883201,"threshold_uncertainty_score":0.995944,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401691029","doi":"10.18609/cgti.2024.052","title":"Clinical trial applications for investigational medicinal products that contain or consist of genetically modified organisms: industry experiences under the European Union Clinical Trial Regulation (536/2014)","year":2024,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"European union; Clinical trial; Medicine; Genetically modified organism; Business; Biotechnology; Biology; International trade; Internal medicine; Genetics","authors":[{"name":"Stuart G. Beattie","is_ca":false},{"name":"Nathalie Lambot","is_ca":false},{"name":"Jacquelyn Awigena-Cook","is_ca":false},{"name":"Martin O’Kane","is_ca":false},{"name":"Caroline Correas","is_ca":false},{"name":"Ine de Goeij","is_ca":false},{"name":"Julien Romanetto","is_ca":false},{"name":"Annelie Persson","is_ca":false},{"name":"Pär Tellner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1905114425597662,"gpt":0.3988132931859616,"spread":0.2083018506261954,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1264551,0.0001950758,0.0004583004,0.001005672,0.001432862,0.006729332,0.0008052199,0.002725684,0.006523473],"category_scores_gemma":[0.1240306,0.0003210868,0.0005705661,0.002260932,0.002431249,0.00439977,0.003362457,0.003178053,0.001736499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002856166,"about_ca_system_score_gemma":0.006866817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001874897,"about_ca_topic_score_gemma":0.002615563,"domain_scores_codex":[0.9029406,0.06182218,0.006988098,0.003533585,0.02100116,0.003714307],"domain_scores_gemma":[0.8168108,0.1280442,0.01889413,0.004160275,0.02649357,0.005596968],"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":[0.001996423,0.0005653856,0.06789958,0.005584037,0.0002132009,0.001851262,0.04061405,0.000857699,0.008697351,0.03850994,0.1689623,0.6642488],"study_design_scores_gemma":[0.00004980977,0.0007982876,0.03883337,0.002125042,0.0000633237,0.002247585,0.01542072,0.0002914402,0.002748756,0.002627902,0.9346963,0.00009759649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4460554,0.09398245,0.0223791,0.1589247,0.001942699,0.001478787,0.0037846,0.0005710967,0.2708812],"genre_scores_gemma":[0.81576,0.04310222,0.01464261,0.07977446,0.0008398932,0.0007199172,0.002299466,0.0004012652,0.04246021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1264551,"threshold_uncertainty_score":0.6687667,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4316924672","doi":"10.18609/cgti.2022.209","title":"Innovating in iPSC differentiation & engineering","year":2022,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"VLSI and FPGA Design Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Chemistry; Cell biology; Engineering; Biology","authors":[{"name":"Emily Titus","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01158348569898052,"gpt":0.1814730039020362,"spread":0.1698895182030556,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002623311,0.0004275475,0.0002604543,0.0007951679,0.0003239793,0.001991326,0.000610955,0.0009562998,0.003696455],"category_scores_gemma":[0.001353715,0.0002909989,0.0003170306,0.0006114158,0.001219871,0.001420396,0.0005670037,0.001841051,0.003029236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008147551,"about_ca_system_score_gemma":0.0006760371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003625937,"about_ca_topic_score_gemma":0.0008672282,"domain_scores_codex":[0.9985635,0.0001442688,0.00008300483,0.0001776968,0.0009664254,0.00006518064],"domain_scores_gemma":[0.9988419,0.0003598664,0.00008581141,0.0001205677,0.0004890163,0.000102796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000778986,0.00008490786,0.001056646,0.0005670552,0.00002413159,0.0004789071,0.0004877569,0.002983577,0.1432683,0.1470569,0.05536256,0.6485512],"study_design_scores_gemma":[0.00001374318,0.0001476302,0.0003750007,0.00009670354,0.00001672041,0.001223458,0.0001125396,0.004242535,0.1122934,0.01936368,0.8620882,0.00002638161],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01716633,0.04308347,0.7698108,0.02316206,0.01134063,0.000210786,0.0002606984,0.001306159,0.133659],"genre_scores_gemma":[0.1292761,0.07463467,0.519106,0.01262869,0.003843246,0.0002386505,0.000357537,0.0007945152,0.2591206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003696455,"threshold_uncertainty_score":0.01387352,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390679371","doi":"10.18609/cgti.2023.178","title":"Enabling patient access to CAR-T cell therapy in India","year":2023,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute for Biological Sciences","funders":"","keywords":"Medicine","authors":[{"name":"Shashwati Basak","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03822987937315814,"gpt":0.2929378275758596,"spread":0.2547079482027015,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006124148,0.0002646564,0.0003973657,0.0005081713,0.001405072,0.006476246,0.001330903,0.008193973,0.003358278],"category_scores_gemma":[0.01315349,0.0003029356,0.000587368,0.0005442151,0.003719052,0.002499753,0.002358091,0.01288271,0.00112548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002420243,"about_ca_system_score_gemma":0.007154218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004058514,"about_ca_topic_score_gemma":0.008363743,"domain_scores_codex":[0.9956639,0.001360577,0.0004392195,0.0003037528,0.001515194,0.0007173723],"domain_scores_gemma":[0.9869531,0.00915876,0.0006377086,0.0002883654,0.001668392,0.001293587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005433062,0.00004238421,0.0009115842,0.0003838634,0.00002279151,0.001821074,0.0009748942,0.0002324443,0.0005962655,0.05849862,0.8580142,0.07844754],"study_design_scores_gemma":[0.0000126346,0.00002318455,0.0007317041,0.0002893749,0.00001661418,0.001060066,0.0004316789,0.0001366769,0.0003026183,0.009124978,0.987847,0.00002352977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001425106,0.03654268,0.001356917,0.8891175,0.05237632,0.00002077692,0.00003733603,0.00008259467,0.01904084],"genre_scores_gemma":[0.07749305,0.07200078,0.002545524,0.6834105,0.1312951,0.00006584815,0.00006693769,0.0001209671,0.03300131],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008193973,"threshold_uncertainty_score":0.03238803,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390676948","doi":"10.18609/cgti.2023.205","title":"Is bigger better? Modeling AAV production to find optimization opportunities","year":2023,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Assembly Line Balancing Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Production (economics); Computer science; Economics; Microeconomics","authors":[{"name":"A. Vervoort","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04567992508525502,"gpt":0.2247557869375568,"spread":0.1790758618523018,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006852899,0.0007719366,0.000562045,0.0005126746,0.0003441246,0.001472303,0.0005262663,0.001020303,0.008326808],"category_scores_gemma":[0.002080215,0.0005779353,0.0009277955,0.0005015385,0.0003255199,0.001245027,0.0004545951,0.0008989028,0.000744727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338248,"about_ca_system_score_gemma":0.00138712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01909932,"about_ca_topic_score_gemma":0.01583649,"domain_scores_codex":[0.9997957,0.00006304946,0.000008289351,0.00003991609,0.00005743106,0.00003555798],"domain_scores_gemma":[0.9994885,0.0003599908,0.00004329256,0.00002062671,0.0000676936,0.00001995506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003521009,0.00004068084,0.001308112,0.0001164202,0.00001677437,0.00003984894,0.00003466028,0.9759228,0.001600673,0.009335202,0.001957716,0.009591821],"study_design_scores_gemma":[0.000007223931,0.00002974238,0.0002837165,0.00002403432,0.000009924801,0.000008658225,0.00003673572,0.9908041,0.0005900473,0.004422412,0.003776996,0.000006395131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2777264,0.004469667,0.5558783,0.007480781,0.0003815168,0.0004623734,0.004003967,0.001184626,0.1484124],"genre_scores_gemma":[0.8580685,0.002682155,0.1163629,0.000426631,0.00006971178,0.0004197508,0.001314757,0.0004201645,0.02023535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01909932,"threshold_uncertainty_score":0.03797632,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7118641193","doi":"10.18609/cgti.2020.045","title":"Drawing parallels and cross-pollinating ideas between viral vector and vaccine fields","year":2020,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"McGill University","funders":"","keywords":"Parallels; Process (computing); Technology transfer; Manufacturing process; Process development; Bioprocess; Section (typography); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","authors":[{"name":"Amine Kamen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01364945176023542,"gpt":0.2599591555597697,"spread":0.2463097037995343,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01976799,0.00130716,0.001362739,0.004819803,0.004069036,0.01447655,0.002569626,0.00584927,0.006053369],"category_scores_gemma":[0.01322657,0.0007836019,0.001241068,0.002638616,0.03264773,0.0338368,0.007880519,0.01863126,0.001770244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00623615,"about_ca_system_score_gemma":0.003996801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001241491,"about_ca_topic_score_gemma":0.001593003,"domain_scores_codex":[0.9888327,0.006687557,0.0004692115,0.001253185,0.002206006,0.0005514694],"domain_scores_gemma":[0.9798306,0.01461581,0.0006629305,0.001694551,0.00166508,0.001531059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008894334,0.00009164173,0.0003327926,0.0004589265,0.00003492418,0.0003283601,0.0105198,0.0006053311,0.001031811,0.9198946,0.01503355,0.05157936],"study_design_scores_gemma":[0.0000294782,0.0001167763,0.0002164527,0.0005635842,0.00001767567,0.0003198592,0.005605179,0.0006835412,0.0006959773,0.751956,0.2397516,0.00004385308],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01918293,0.1372149,0.2126289,0.4541776,0.02879384,0.0002617006,0.00008267247,0.0004632878,0.1471942],"genre_scores_gemma":[0.4068378,0.1918372,0.1793892,0.1408579,0.02059177,0.001003845,0.0001879765,0.001422301,0.05787202],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01976799,"threshold_uncertainty_score":0.1045444,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4248442927","doi":"10.18609/cgti.2015.026","title":"Commercial Insight – November 2015","year":2015,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Employment and Social Development Canada","funders":"","keywords":"Environmental science","authors":[{"name":"Alan Boyd","is_ca":false},{"name":"Mark Curtis","is_ca":true},{"name":"Rahul Sarugaser","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02804562636088909,"gpt":0.2586570089947548,"spread":0.2306113826338657,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001748754,0.0005931224,0.0003828988,0.001218381,0.001355591,0.00770559,0.0009237689,0.005669497,0.2984492],"category_scores_gemma":[0.01224148,0.0004494981,0.0005191032,0.000987361,0.000737901,0.002880684,0.001280221,0.005061278,0.1821567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003265579,"about_ca_system_score_gemma":0.003959732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00803846,"about_ca_topic_score_gemma":0.02506376,"domain_scores_codex":[0.9981895,0.0001307722,0.00007270387,0.0001778316,0.001182168,0.0002469397],"domain_scores_gemma":[0.9965503,0.0007926002,0.0001803133,0.0001888436,0.001732402,0.0005553971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001614116,0.000007278641,0.00004683902,0.00002928943,0.000001234278,0.00002945295,0.0000123589,0.00001262272,0.00004607012,0.004619163,0.9811429,0.01403667],"study_design_scores_gemma":[0.000004802184,0.000005727091,0.0001933365,0.00007390984,8.034536e-7,0.00002946481,0.00002081117,0.00001723342,0.00003759349,0.000538495,0.9990747,0.00000304873],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0005650889,0.01563418,0.0005673153,0.1125487,0.02849176,0.0001054983,0.003130293,0.0006851278,0.8382719],"genre_scores_gemma":[0.003175852,0.005594564,0.0002596389,0.03609992,0.00323835,0.00005000061,0.001524524,0.0001673841,0.9498898],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2984492,"threshold_uncertainty_score":0.9984119,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7115567204","doi":"10.18609/cgti.2024.167","title":"From the lab to the bench: scaling up regulatory T cell therapy","year":2024,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"CAR-T cell therapy research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Effector; Automation; T cell; Cell therapy; Immune system; Portfolio; Key (lock); Regulatory T cell","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03740910209825789,"gpt":0.2891359515679986,"spread":0.2517268494697407,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006577189,0.0007146714,0.000702156,0.0008193745,0.0008323122,0.004744819,0.001209951,0.001953434,0.009056321],"category_scores_gemma":[0.005211889,0.0003066533,0.0008754235,0.0004384508,0.00170953,0.004169799,0.002750358,0.004079266,0.004403829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001169878,"about_ca_system_score_gemma":0.003306564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006741111,"about_ca_topic_score_gemma":0.0008188074,"domain_scores_codex":[0.995858,0.001179906,0.0002355255,0.000507895,0.00184718,0.0003714103],"domain_scores_gemma":[0.9966376,0.001184675,0.0002960126,0.0005276671,0.0008074599,0.0005465116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002963715,0.0008653094,0.001505682,0.001208005,0.00006051348,0.0004542361,0.0007777083,0.004332574,0.08666429,0.03898636,0.0291031,0.8357459],"study_design_scores_gemma":[0.0002687819,0.006077373,0.002547509,0.001449221,0.0001292285,0.001673512,0.001688828,0.008518044,0.07348143,0.06675798,0.8372756,0.0001326151],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1060302,0.1385351,0.5373024,0.08933272,0.01571771,0.002132578,0.0005473758,0.004973657,0.1054284],"genre_scores_gemma":[0.4113961,0.08076701,0.4355806,0.03432631,0.005327131,0.001200299,0.0006210994,0.001106586,0.02967499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009056321,"threshold_uncertainty_score":0.03478396,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417329705","doi":"10.18609/cgti.2025.034","title":"CAR-T manufacturing intensification: the next wave of CAR-T commercialization","year":2025,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"CAR-T cell therapy research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Medical Association","funders":"","keywords":"Commercialization; Manufacturing; Manufacturing sector; Advanced manufacturing; Intersection (aeronautics); Health care","authors":[{"name":"Alexey Bersenev","is_ca":false},{"name":"Emilie Kleiren","is_ca":false},{"name":"John Knighton","is_ca":false},{"name":"Paul Bowles","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06218935229468962,"gpt":0.2987634333078398,"spread":0.2365740810131502,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01579648,0.0007347017,0.0004893692,0.001175349,0.001902629,0.0102744,0.001495217,0.006767126,0.01245298],"category_scores_gemma":[0.009280806,0.000366599,0.001330957,0.0008195556,0.002650165,0.01107082,0.003517065,0.008952674,0.002502894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003702252,"about_ca_system_score_gemma":0.01027856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183938,"about_ca_topic_score_gemma":0.002490928,"domain_scores_codex":[0.9941977,0.001315271,0.0003189178,0.0007143921,0.002614558,0.0008390999],"domain_scores_gemma":[0.9911765,0.003091418,0.0007063585,0.0003186,0.003302184,0.001404961],"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":[0.000372878,0.0004176952,0.002595386,0.001366744,0.00005446066,0.0009734752,0.001248497,0.001224407,0.02348615,0.1898213,0.3037244,0.4747146],"study_design_scores_gemma":[0.00004623406,0.0004825204,0.0009132039,0.0006939058,0.00003098453,0.0006273465,0.001362725,0.001123005,0.008709459,0.02993733,0.9560199,0.00005340817],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02419358,0.1052234,0.03234299,0.7448642,0.01334181,0.0004902077,0.0002714039,0.0008246196,0.07844776],"genre_scores_gemma":[0.2667111,0.162277,0.09211197,0.4061259,0.01459705,0.0004446992,0.001159442,0.0006867548,0.05588607],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01579648,"threshold_uncertainty_score":0.0835408,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7114797554","doi":"10.18609/cgti.2025.137","title":"A decade of innovation: perspectives from the Cell and Gene Therapy Insights Editorial Advisory Board","year":2025,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Advisory committee; Snapshot (computer storage); Genetic enhancement; Heading (navigation); Cell therapy","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.006957399436092769,"gpt":0.2524517953633861,"spread":0.2454943959272933,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02892414,0.001978504,0.001911281,0.002395979,0.004470682,0.01812701,0.002952339,0.01852893,0.01011046],"category_scores_gemma":[0.05263591,0.0007067483,0.0012474,0.00194529,0.004905093,0.008528269,0.003432991,0.02885709,0.005005545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004784282,"about_ca_system_score_gemma":0.01359628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001583806,"about_ca_topic_score_gemma":0.003159934,"domain_scores_codex":[0.9832118,0.003497146,0.00143015,0.001304747,0.008429149,0.002126954],"domain_scores_gemma":[0.9145806,0.02739068,0.003739126,0.001435399,0.03338119,0.01947296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000368131,0.00001421855,0.0000364525,0.0001302148,0.000005845864,0.00007766252,0.00007943103,0.0000221579,0.000065123,0.001530585,0.987514,0.01048741],"study_design_scores_gemma":[0.00002482114,0.00002521469,0.00009651637,0.0002827351,0.00001269636,0.00008687688,0.0002122076,0.00004804853,0.00008550371,0.001438499,0.9976675,0.00001943344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001572995,0.01854089,0.0002472526,0.2738992,0.7039875,0.00002128021,0.00004350147,0.00004357056,0.003059388],"genre_scores_gemma":[0.004208952,0.02694055,0.0006164699,0.1716044,0.7843447,0.00007448936,0.00007037219,0.0001033441,0.0120367],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02892414,"threshold_uncertainty_score":0.1529673,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7115194976","doi":"10.18609/cgti.2025.013","title":"Enhancing CAR-T therapy development: harnessing cell selection flexibility","year":2025,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"CAR-T cell therapy research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Kingston Health Sciences Centre; Lonza (Canada)","funders":"","keywords":"Flexibility (engineering); Automation; Cellular manufacturing; Selection (genetic algorithm); Product (mathematics); Upstream (networking); Isolation (microbiology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03214593148537347,"gpt":0.3007684147657189,"spread":0.2686224832803454,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008905687,0.0004316138,0.0003514343,0.0004160972,0.000256507,0.001359657,0.0003276699,0.0004453046,0.002067489],"category_scores_gemma":[0.0007437582,0.0002425582,0.000326019,0.0002859541,0.0004859887,0.0007209157,0.0008674482,0.0006442361,0.0009897453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002998727,"about_ca_system_score_gemma":0.0003052604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003114464,"about_ca_topic_score_gemma":0.0005665154,"domain_scores_codex":[0.9994216,0.0001390687,0.00003446886,0.0001026232,0.0002126358,0.00008968655],"domain_scores_gemma":[0.9995522,0.0002092744,0.00007740176,0.00005872287,0.00005712475,0.00004527714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001172399,0.00005030517,0.0005901635,0.000160144,0.00001317402,0.0001800993,0.0001486626,0.002544784,0.9407859,0.002238425,0.0005761857,0.05259509],"study_design_scores_gemma":[0.00004958224,0.0006738887,0.001884185,0.00004259542,0.00004908401,0.00104827,0.0001041066,0.01240498,0.9242958,0.001694794,0.05770441,0.00004833773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6391934,0.01568965,0.3168523,0.001072794,0.000337092,0.0003635907,0.0003489393,0.002025702,0.02411664],"genre_scores_gemma":[0.9113162,0.006827974,0.07585479,0.0005434318,0.000106969,0.0002086339,0.0003030156,0.0002856421,0.004553359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002067489,"threshold_uncertainty_score":0.006916404,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7123667155","doi":"10.18609/cgti.2020.195","title":"Under construction: roadmaps for HTA, pricing and reimbursement of cell and gene therapies","year":2020,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Reimbursement; Health care; Health economics; Strategic planning; Primary care; Pricing strategies","authors":[{"name":"Neil Palmer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06493991700503458,"gpt":0.2484639398495012,"spread":0.1835240228444666,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02772689,0.00132578,0.001073316,0.004461762,0.001614722,0.01319136,0.003773425,0.00723185,0.09865851],"category_scores_gemma":[0.04011118,0.0008361835,0.001873949,0.003687371,0.001453517,0.008318437,0.004998249,0.006147748,0.01914226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009716135,"about_ca_system_score_gemma":0.07742901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02449304,"about_ca_topic_score_gemma":0.02168873,"domain_scores_codex":[0.9882018,0.004351987,0.0008398608,0.0005533313,0.003310943,0.002742129],"domain_scores_gemma":[0.9564325,0.00905177,0.002476912,0.001679823,0.0143746,0.01598447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000513986,0.0006639552,0.004061103,0.001265906,0.00007351602,0.0004178019,0.0003215261,0.00502561,0.0009807884,0.1436975,0.4959102,0.3470681],"study_design_scores_gemma":[0.0002328171,0.0006199226,0.01108042,0.001848204,0.00006747836,0.0002758827,0.0007540059,0.007055117,0.001099337,0.05343948,0.9234201,0.0001070752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01885558,0.0372516,0.08698724,0.4871361,0.01602314,0.005778347,0.02199003,0.003910735,0.3220672],"genre_scores_gemma":[0.2155298,0.08264236,0.3540022,0.07302919,0.01256276,0.008096915,0.06986084,0.002511355,0.1817646],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09865851,"threshold_uncertainty_score":0.3300456,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285509048","doi":"10.18609/cgti.2021.219","title":"Process development and scale-up of pluripotent stem cell manufacturing","year":2021,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Induced pluripotent stem cell; Process (computing); Process development; Scale (ratio); Manufacturing process; Manufacturing engineering; Computer science; Engineering; Biology; Materials science; Geography; Embryonic stem cell; Operating system; Genetics","authors":[{"name":"Gary Pigeau","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01458430121772456,"gpt":0.2334971514675452,"spread":0.2189128502498206,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001530974,0.0007761321,0.0003940364,0.0009985713,0.0005823958,0.001021388,0.0008766376,0.0007132061,0.009541826],"category_scores_gemma":[0.001473636,0.0004816095,0.000911914,0.0008993976,0.0003193805,0.001129752,0.001306152,0.001939694,0.007248178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008422208,"about_ca_system_score_gemma":0.001045077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001814022,"about_ca_topic_score_gemma":0.002065054,"domain_scores_codex":[0.9989194,0.00008943662,0.00008370531,0.0001951422,0.0006213391,0.0000910434],"domain_scores_gemma":[0.9993957,0.00009815901,0.00004142022,0.000114225,0.000293222,0.00005728121],"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":[0.0001586411,0.0001483956,0.0005993668,0.0009303492,0.00003200972,0.0004764992,0.0003944465,0.005315416,0.7230486,0.007367498,0.02472164,0.236807],"study_design_scores_gemma":[0.00003495633,0.0003208804,0.000935246,0.00009919765,0.00002675841,0.0002525876,0.0000805111,0.008850886,0.8090211,0.001876073,0.1784582,0.00004359133],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06266678,0.005078382,0.846186,0.002103984,0.001773067,0.002505649,0.005641043,0.01326423,0.06078075],"genre_scores_gemma":[0.2527164,0.008466092,0.6862389,0.001067879,0.000274796,0.00234385,0.009006497,0.002601347,0.03728418],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009541826,"threshold_uncertainty_score":0.03192061,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417334990","doi":"10.18609/cgti.2025.008","title":"Driving innovation in cell and gene therapy: the role of AI and robotics","year":2025,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"CAR-T cell therapy research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"OmniActive Health Technologies (Canada)","funders":"","keywords":"Robotics; Pharmaceutical industry; Field (mathematics); Robot","authors":[{"name":"Kenneth Harris","is_ca":true},{"name":"Mitchel Sivilotti","is_ca":true},{"name":"Anthony Rotunno","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01797207951278345,"gpt":0.2777696302803272,"spread":0.2597975507675437,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009233152,0.0006643558,0.0006381615,0.00118275,0.001626592,0.005951094,0.001272415,0.003906322,0.007542232],"category_scores_gemma":[0.008177646,0.0002326001,0.0006054135,0.0007992743,0.01615275,0.008057669,0.002579248,0.006298996,0.00220494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003181012,"about_ca_system_score_gemma":0.00490912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002454959,"about_ca_topic_score_gemma":0.002394478,"domain_scores_codex":[0.9952721,0.002028474,0.0001458496,0.0004379681,0.001622571,0.0004931078],"domain_scores_gemma":[0.9912969,0.005283055,0.0006350831,0.0004942701,0.001238659,0.001052012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001200001,0.00009654352,0.0009307076,0.0009466484,0.0000592598,0.000144613,0.0009737505,0.001075884,0.002713945,0.7582294,0.08389616,0.1508131],"study_design_scores_gemma":[0.00004278801,0.0002037097,0.0006897862,0.0006638992,0.00002178315,0.0002966429,0.0008722193,0.001601581,0.002258059,0.4645542,0.5287225,0.00007299104],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.009388037,0.2085883,0.08085614,0.561844,0.01485566,0.00009989335,0.000157826,0.0005733278,0.1236368],"genre_scores_gemma":[0.4634607,0.2305458,0.08566409,0.1547374,0.01842557,0.0004099606,0.0002260412,0.0003880415,0.04614242],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.009233152,"threshold_uncertainty_score":0.04883015,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4292264022","doi":"10.18609/cgti.2022.111","title":"Manufacturing considerations underpinning viral and non-viral platform selection","year":2022,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Engineering management; Product (mathematics); Engineering; New product development; Management","authors":[{"name":"Allison Hagerman","is_ca":false},{"name":"Aaron Noyes","is_ca":false},{"name":"Vladimir Slepushkin","is_ca":false},{"name":"Laurens Sierkstra","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01097146895141813,"gpt":0.2274589516590393,"spread":0.2164874827076211,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0287354,0.0007029899,0.000801574,0.001492228,0.001897764,0.005642163,0.001516491,0.002496694,0.002908442],"category_scores_gemma":[0.02581058,0.0007967695,0.000896956,0.0005723646,0.002538952,0.003144466,0.003335035,0.00266452,0.001598262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001838125,"about_ca_system_score_gemma":0.002763762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009367031,"about_ca_topic_score_gemma":0.001712555,"domain_scores_codex":[0.9854743,0.003846279,0.001283695,0.001079314,0.007255687,0.001060667],"domain_scores_gemma":[0.9829632,0.01078741,0.001690376,0.0008577526,0.003290006,0.0004112243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009775665,0.000388769,0.01022806,0.004386525,0.0001763836,0.005416925,0.002808069,0.02102253,0.4487125,0.1141707,0.0113483,0.3803636],"study_design_scores_gemma":[0.0001497978,0.003042615,0.01176425,0.00210426,0.0002730301,0.006931379,0.003420495,0.02140603,0.4711745,0.07085797,0.4085328,0.0003429229],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.2863194,0.08003821,0.4444402,0.02963008,0.004281378,0.003901681,0.000506086,0.0009158604,0.1499671],"genre_scores_gemma":[0.7038118,0.03316843,0.2369799,0.00629696,0.001068908,0.0015486,0.0004269247,0.0004486374,0.01624974],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0287354,"threshold_uncertainty_score":0.1519691,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390676983","doi":"10.18609/cgti.2023.187","title":"Enabling cell culture technologies for the intensification & scale-up of viral vector manufacturing","year":2023,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Virus-based gene therapy research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Viral vector; Scale (ratio); Cell culture; Vector (molecular biology); Virology; Computer science; Manufacturing engineering; Engineering; Chemistry; Biology; Geography; Biochemistry; Recombinant DNA; Genetics; Cartography","authors":[{"name":"Julien Robitaille","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02806008795911264,"gpt":0.278736637286289,"spread":0.2506765493271764,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003319292,0.001277853,0.0007958656,0.00175531,0.001092658,0.00245573,0.001461482,0.001120212,0.007549684],"category_scores_gemma":[0.00195899,0.0007872112,0.001104392,0.001347718,0.001123494,0.002071668,0.001852965,0.003552423,0.006962516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001828314,"about_ca_system_score_gemma":0.003043393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00394802,"about_ca_topic_score_gemma":0.007890573,"domain_scores_codex":[0.9975133,0.0002864339,0.0001475419,0.0002842138,0.001591176,0.0001773323],"domain_scores_gemma":[0.9981198,0.0003532717,0.0001978913,0.0003331247,0.0008135111,0.0001824593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007943364,0.0001228065,0.0004834636,0.0007415972,0.00002437718,0.0002497928,0.0003339851,0.0007655325,0.8259982,0.0208395,0.018904,0.1314572],"study_design_scores_gemma":[0.00002843697,0.0001436899,0.00104273,0.0001541243,0.00004354955,0.0006759251,0.0000791359,0.001935329,0.5909222,0.005069168,0.3998416,0.0000641265],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02784175,0.0269443,0.8855265,0.00570314,0.002830512,0.001606505,0.002873499,0.003982709,0.04269107],"genre_scores_gemma":[0.06843884,0.04041137,0.854274,0.001912853,0.0005358264,0.001533017,0.004936671,0.0008618786,0.02709544],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007549684,"threshold_uncertainty_score":0.02525616,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}