{"meta":{"query_hash":"0b354ae51eff","filters":{"venue":"BioProcessing Journal"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/0b354ae51eff","api":"https://metacan.xera.ac/api/v1/cohort?venue=BioProcessing+Journal"},"results":[{"id":"W2089151451","doi":"10.12665/j113.sha","title":"Hybridoma and CHO Cell Culture Using the New Brunswick™ S41i, An Environmentally-Friendly, “Low Emission” Incubator Shaker","year":2012,"lang":"en","type":"article","venue":"BioProcessing Journal","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Incubator; Shaker; Environmentally friendly; Chemistry; Biology; Physics; Microbiology; Ecology; Acoustics","score_opus":0.00828707431434695,"score_gpt":0.2586314351108977,"score_spread":0.25034436079655076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089151451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98506296,0.0110848285,0.0029552695,0.00008857962,0.0003860035,0.00010329995,0.000005692933,0.000011864624,0.00030150978],"genre_scores_gemma":[0.9939537,0.00043636397,0.0014153954,0.000543702,0.0023208556,0.0000022841853,0.000017695978,0.00003449659,0.0012755308],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99883896,0.00007136403,0.0002317086,0.0002532686,0.00020936977,0.0003953223],"domain_scores_gemma":[0.998963,0.0000041800895,0.00020834352,0.00023650423,0.00003564498,0.00055233977],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002002845,0.00022363492,0.00012809763,0.000030220936,0.00081578083,0.00024121172,0.00020650288,0.00015582041,0.00009957974],"category_scores_gemma":[0.00002735599,0.00014486397,0.00009097909,0.000060750153,0.00011101774,0.00005486705,0.00014240688,0.00023424892,0.0000037482966],"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":[0.000065776534,0.00017074688,0.014241039,0.000023129527,0.00002644016,0.0000045663214,0.0003388871,0.00004447824,0.9703141,0.0000045461165,0.010514708,0.004251577],"study_design_scores_gemma":[0.001920124,0.0005263914,0.009821779,0.00019073465,0.00014835317,0.0022939895,0.0015277714,0.00046029352,0.7736081,0.00016328723,0.208518,0.0008211771],"about_ca_topic_score_codex":0.000024246012,"about_ca_topic_score_gemma":0.0000032156784,"teacher_disagreement_score":0.19800329,"about_ca_system_score_codex":0.000031600925,"about_ca_system_score_gemma":0.00024068824,"threshold_uncertainty_score":0.6274409},"labels":[],"label_agreement":null},{"id":"W2535482783","doi":"10.12665/j21.kamen","title":"Adenovirus Type 5 (Ad5) Chromatographic Purification Process at the 20 L Scale","year":2003,"lang":"en","type":"article","venue":"BioProcessing Journal","topic":"Protein purification and stability","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Chromatography; Process (computing); Chemistry; Computer science","score_opus":0.013930022326019621,"score_gpt":0.2719599314755031,"score_spread":0.2580299091494835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2535482783","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9823648,0.013128724,0.0014265706,0.0005801616,0.00023354635,0.00015799789,0.000004590504,0.000018698052,0.0020849223],"genre_scores_gemma":[0.9978148,0.0002919329,0.0004249113,0.00020552884,0.00016557417,0.000014697166,0.000019163297,0.000017379627,0.0010460409],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99891,0.00010583761,0.00026361027,0.00026676612,0.00022247618,0.00023128728],"domain_scores_gemma":[0.99905,0.0000056873646,0.00021188447,0.00031927327,0.00030535323,0.00010775242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062136503,0.00013313071,0.000095040756,0.000042029078,0.00065628573,0.00012933284,0.00025711607,0.00012860133,0.00011638311],"category_scores_gemma":[0.00018920453,0.0000930093,0.00007099817,0.00028674223,0.00018253854,0.000011979876,0.000021767495,0.00017538773,0.000028168488],"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":[0.00013323357,0.00017818157,0.03340181,0.00006490666,0.0000451,0.0000022470015,0.00024619166,0.00003116194,0.9558694,0.000069838185,0.0015555231,0.008402416],"study_design_scores_gemma":[0.0006511514,0.00015634413,0.012754089,0.000040966657,0.000037064994,0.0007732331,0.00044907146,0.00004016743,0.7625985,0.0010934924,0.22104515,0.0003607189],"about_ca_topic_score_codex":0.0000011301019,"about_ca_topic_score_gemma":0.000011056805,"teacher_disagreement_score":0.21948963,"about_ca_system_score_codex":0.000026401423,"about_ca_system_score_gemma":0.00024014743,"threshold_uncertainty_score":0.50476855},"labels":[],"label_agreement":null},{"id":"W2536475525","doi":"10.12665/j13.callahan","title":"A Statistical Analysis of Adenovirus Reference Material Assay Results","year":2002,"lang":"en","type":"article","venue":"BioProcessing Journal","topic":"Virus-based gene therapy research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Statistical analysis; Computational biology; Statistics; Biology; Mathematics","score_opus":0.044669901154451,"score_gpt":0.3300604098290367,"score_spread":0.2853905086745857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2536475525","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9950133,0.0008819818,0.0023932324,0.00012339036,0.0000896437,0.00004266659,0.0002597707,0.0000075200514,0.0011885192],"genre_scores_gemma":[0.99733806,0.00028640995,0.0015057919,0.000060266913,0.00024469514,0.0000020346567,0.000091222064,0.000015710706,0.0004557998],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99851584,0.00014795664,0.00042014034,0.00025658248,0.00036678597,0.00029267257],"domain_scores_gemma":[0.9991269,0.000021428483,0.00022522792,0.00024613846,0.00023748144,0.00014283611],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000688833,0.00012900807,0.00022867938,0.00022203848,0.00013881612,0.000102527265,0.00028163448,0.00013131979,0.00054699986],"category_scores_gemma":[0.00024376872,0.00010981339,0.00008705399,0.0004011446,0.00013926566,0.0000066095395,0.00005362748,0.00017630793,0.000012007648],"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":[0.0026447745,0.00012939314,0.00076721824,0.000016515101,0.0005187562,0.000023674655,0.00007654748,0.00008654854,0.96976715,0.000010018748,0.0017531039,0.024206309],"study_design_scores_gemma":[0.0022736136,0.0038759087,0.008165726,0.00006568703,0.00057510583,0.00016324477,0.00011541635,0.0025284938,0.9728359,0.00011951275,0.008757901,0.00052347634],"about_ca_topic_score_codex":0.000008886094,"about_ca_topic_score_gemma":0.000030896725,"teacher_disagreement_score":0.023682833,"about_ca_system_score_codex":0.000022012902,"about_ca_system_score_gemma":0.00009144852,"threshold_uncertainty_score":0.5989265},"labels":[],"label_agreement":null},{"id":"W7164000921","doi":"10.12665/j21.elias-kamine","title":"Advances in High Cell Density Culture Technology Using the Sf-9 Insect Cell/Baculovirus Expression System — The Fed-Batch Approach","year":2003,"lang":"","type":"article","venue":"BioProcessing Journal","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Function (biology); Gene; Cell culture; Recombinant DNA; Protein expression; Gene expression; Expression (computer science); Human proteins","score_opus":0.011127679273150108,"score_gpt":0.24299388927296445,"score_spread":0.23186620999981433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7164000921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8285213,0.15184951,0.013936534,0.00012540485,0.0017133853,0.00049707486,0.000016973885,0.0000347798,0.0033050328],"genre_scores_gemma":[0.9903188,0.006306135,0.002006196,0.0002211717,0.0007759747,0.000031892014,0.000010185815,0.00007320932,0.00025643088],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99579984,0.0007932354,0.000954512,0.0009068122,0.00055938266,0.0009861981],"domain_scores_gemma":[0.997333,0.000030947518,0.0011532721,0.00079425116,0.0004400327,0.0002485023],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00095044594,0.0007096421,0.0005423723,0.00020233645,0.0030434928,0.0006584832,0.00096842274,0.00094241503,0.000021139062],"category_scores_gemma":[0.000140726,0.00040705557,0.0003495423,0.00095949735,0.0005371178,0.00007551113,0.0003042132,0.0015199182,0.000006315337],"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":[0.00038580655,0.00075066916,0.010100425,0.0007983519,0.000054251643,0.000075307486,0.000713239,0.004770132,0.9773173,0.0000841362,0.0012082963,0.0037421335],"study_design_scores_gemma":[0.0025449824,0.00058845535,0.00015713631,0.0011808769,0.00022948653,0.002356832,0.011359268,0.0011753264,0.95388204,0.0007204973,0.024733098,0.0010720149],"about_ca_topic_score_codex":0.000027395876,"about_ca_topic_score_gemma":0.000011401941,"teacher_disagreement_score":0.1617975,"about_ca_system_score_codex":0.00023276487,"about_ca_system_score_gemma":0.0007456332,"threshold_uncertainty_score":0.9998381},"labels":[],"label_agreement":null}]}