{"meta":{"query_hash":"b10e615fc35c","filters":{"venue":"Current Protocols in Cytometry"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/b10e615fc35c","api":"https://metacan.xera.ac/api/v1/cohort?venue=Current+Protocols+in+Cytometry"},"results":[{"id":"W1486923278","doi":"10.1002/0471142956.cy0637s72","title":"High‐Sensitivity Detection of PNH Red Blood Cells, Red Cell Precursors, and White Blood Cells","year":2015,"lang":"en","type":"article","venue":"Current Protocols in Cytometry","topic":"Complement system in diseases","field":"Immunology and Microbiology","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"London Health Sciences Centre; Toronto General Hospital; University Health Network","funders":"","keywords":"Paroxysmal nocturnal hemoglobinuria; Flow cytometry; Immunology; Monocyte; Medicine; CD59; Antibody","score_opus":0.034904541324510666,"score_gpt":0.2984610797118116,"score_spread":0.263556538387301,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1486923278","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5043198,0.0051227673,0.47107655,0.00041638888,0.0001859939,0.0007217215,0.0016193005,0.0028794894,0.013658033],"genre_scores_gemma":[0.5937789,0.0027832612,0.3902777,0.0004012405,0.00009670426,0.0006183621,0.0021723171,0.00015693193,0.009714559],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99893624,0.00027574567,0.00006605171,0.0002624462,0.00036195165,0.00009749092],"domain_scores_gemma":[0.99954623,0.00015456915,0.000043436998,0.000056097157,0.00015347105,0.000046073113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011412129,0.0004668225,0.00033269307,0.0007416356,0.00026687706,0.0006549659,0.00047365742,0.00052941643,0.0024417033],"category_scores_gemma":[0.0008835647,0.00021768967,0.00020137055,0.00026562178,0.00030856568,0.00037789866,0.0005434199,0.000645596,0.0012726767],"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":[0.000050837192,0.00002724861,0.0012588712,0.000074093914,0.000008666328,0.000033023436,0.000040295497,0.0001039575,0.9847627,0.00033046797,0.00035756535,0.012952159],"study_design_scores_gemma":[0.00001284996,0.00014361815,0.008400834,0.000024202582,0.000018332037,0.0003551405,0.000034610224,0.003377276,0.98107177,0.00034197952,0.0062045353,0.000014858753],"about_ca_topic_score_codex":0.0005243214,"about_ca_topic_score_gemma":0.0008944499,"teacher_disagreement_score":0.0024417033,"about_ca_system_score_codex":0.0003044603,"about_ca_system_score_gemma":0.00032375025,"threshold_uncertainty_score":0.00816834},"labels":[],"label_agreement":null},{"id":"W1569181346","doi":"10.1002/0471142956.cy1211s43","title":"Confocal Imaging of Cell Division","year":2008,"lang":"en","type":"article","venue":"Current Protocols in Cytometry","topic":"Microtubule and mitosis dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"National Cancer Institute; Canadian Institutes of Health Research; Health Canada; Canada Research Chairs","keywords":"Division (mathematics); Computer science; Confocal; Nanotechnology; Cell division; Cell; Neuroscience; Cell biology; Biology; Physics; Materials science","score_opus":0.025611275609105415,"score_gpt":0.330010070481614,"score_spread":0.3043987948725086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1569181346","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32270747,0.008614749,0.54317373,0.0029897313,0.00067058887,0.00052424223,0.0041083465,0.0037052494,0.11350587],"genre_scores_gemma":[0.5117647,0.0064176074,0.44985765,0.000801835,0.00014913047,0.00074256264,0.0020765997,0.00040268878,0.027787164],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99955887,0.000042902913,0.000015268008,0.00014095122,0.00015572742,0.00008630452],"domain_scores_gemma":[0.9996667,0.00008365073,0.000025678113,0.000066677174,0.0001177293,0.000039632312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037269312,0.00031976524,0.0003382157,0.0006527671,0.0006555127,0.00052885985,0.0009393325,0.0011055034,0.0061324923],"category_scores_gemma":[0.0005813714,0.00027084173,0.00026313594,0.0005428655,0.0005107832,0.00067247753,0.00067112944,0.0013527715,0.0016808569],"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":[0.00006171556,0.000020201325,0.00021396301,0.000100100326,0.000009640974,0.000106188105,0.00006258582,0.00042384278,0.97903204,0.00649418,0.0025719013,0.010903652],"study_design_scores_gemma":[0.000038318216,0.00014753565,0.0050194804,0.000049105976,0.00002082318,0.002073146,0.000108096894,0.019152284,0.9072046,0.0027050297,0.0634174,0.00006416597],"about_ca_topic_score_codex":0.001468835,"about_ca_topic_score_gemma":0.0019219312,"teacher_disagreement_score":0.0061324923,"about_ca_system_score_codex":0.0008283925,"about_ca_system_score_gemma":0.00077791215,"threshold_uncertainty_score":0.020515203},"labels":[],"label_agreement":null},{"id":"W1590409685","doi":"10.1002/0471142956.cy1018s61","title":"Preparing a Minimum Information about a Flow Cytometry Experiment (MIFlowCyt) Compliant Manuscript Using the International Society for Advancement of Cytometry (ISAC) FCS File Repository (FlowRepository.org)","year":2012,"lang":"en","type":"article","venue":"Current Protocols in Cytometry","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University; BC Cancer Agency","funders":"Terry Fox Research Institute; Terry Fox Foundation; Michael Smith Health Research BC; International Society for Advancement of Cytometry; Wallace H. Coulter Foundation","keywords":"Flow cytometry; Computer science; Cytometry; Data sharing; Annotation; World Wide Web; Information retrieval; Biology; Artificial intelligence","score_opus":0.05305698441978573,"score_gpt":0.3455540268343657,"score_spread":0.29249704241457997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1590409685","genre_codex":"dataset","genre_gemma":"methods","domain_codex":null,"domain_gemma":"reporting","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":"reporting","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0076671815,0.0018035471,0.38125828,0.008631955,0.021366876,0.026934804,0.43447676,0.043496776,0.074363865],"genre_scores_gemma":[0.014912252,0.003129759,0.47616574,0.0028775558,0.0047184727,0.039014343,0.37157068,0.019036394,0.06857485],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99467635,0.0008968278,0.0014807055,0.0006667144,0.0018912223,0.00038805083],"domain_scores_gemma":[0.9693299,0.010791572,0.0015164718,0.009273742,0.007908768,0.0011794684],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0129246395,0.0018724244,0.0034355398,0.008616774,0.0034065698,0.0042376434,0.0042347875,0.0032023583,0.34748784],"category_scores_gemma":[0.041323338,0.0024367557,0.0020026404,0.0069852388,0.0014716919,0.0032978598,0.0039204266,0.0052840803,0.26624054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007438065,0.00017227474,0.00062858884,0.0033427128,0.000079872974,0.0005850717,0.00039323408,0.00040727528,0.15260376,0.006397613,0.7303483,0.104297474],"study_design_scores_gemma":[0.00021926314,0.00020397558,0.0022451496,0.0004216735,0.000055274853,0.0005125296,0.0000937138,0.0010393527,0.060637213,0.003022124,0.93145,0.00009976658],"about_ca_topic_score_codex":0.00070136547,"about_ca_topic_score_gemma":0.0015502195,"teacher_disagreement_score":0.9870754,"about_ca_system_score_codex":0.002094521,"about_ca_system_score_gemma":0.005004509,"threshold_uncertainty_score":0.9307294},"labels":[],"label_agreement":null},{"id":"W1657558058","doi":"10.1002/0471142956.cy0608s13","title":"Enumeration of Absolute Cell Counts Using Immunophenotypic Techniques","year":2000,"lang":"en","type":"article","venue":"Current Protocols in Cytometry","topic":"Blood groups and transfusion","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Canada","funders":"","keywords":"Enumeration; Flow cytometry; Immunophenotyping; Immunology; Biology; Mathematics","score_opus":0.04166161670620307,"score_gpt":0.3754156025127673,"score_spread":0.33375398580656424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1657558058","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23349443,0.0022082585,0.7454701,0.00021416538,0.00033440292,0.0006656773,0.0016912046,0.0020251581,0.013896618],"genre_scores_gemma":[0.49104977,0.0025874032,0.48803326,0.00016092409,0.0001091237,0.0016135984,0.0031897998,0.00025243117,0.013003654],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983448,0.00025379995,0.0001546163,0.00026324257,0.00089653285,0.00008708115],"domain_scores_gemma":[0.9990594,0.00023380418,0.00012270884,0.00021294266,0.00032199288,0.0000491243],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012755577,0.0006776823,0.0004906471,0.0013284759,0.00031484352,0.0010703375,0.0010762771,0.00040152163,0.0032406668],"category_scores_gemma":[0.0014033595,0.00024948217,0.00028242235,0.0009141724,0.00045293587,0.00083139667,0.00083475414,0.0010235597,0.0017064599],"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":[0.00012447442,0.00008322959,0.0016904427,0.00019584088,0.000018280029,0.000036840498,0.00017110175,0.00067495136,0.9383941,0.0065441458,0.00080298504,0.05126364],"study_design_scores_gemma":[0.000018272996,0.00047361234,0.0030415638,0.00004814973,0.000036232712,0.00028448072,0.00006875563,0.010008247,0.9713982,0.0022176183,0.012379916,0.000024838691],"about_ca_topic_score_codex":0.00022192216,"about_ca_topic_score_gemma":0.00036772015,"teacher_disagreement_score":0.0032406668,"about_ca_system_score_codex":0.0003041339,"about_ca_system_score_gemma":0.00042773073,"threshold_uncertainty_score":0.010841131},"labels":[],"label_agreement":null},{"id":"W1809364733","doi":"10.1002/0471142956.cy0927s46","title":"Whole Blood Processing for Measurement of Signaling Proteins by Flow Cytometry","year":2008,"lang":"en","type":"article","venue":"Current Protocols in Cytometry","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Princess Margaret Cancer Centre; Ontario Institute for Cancer Research","funders":"","keywords":"Flow cytometry; Signal transduction; Cell biology; Phosphorylation; Biology; Haematopoiesis; Phenotype; Immune system; Signaling proteins; Cytometry; Computational biology; Immunology; Stem cell; Genetics; Gene","score_opus":0.11726954431733856,"score_gpt":0.3956352512634671,"score_spread":0.27836570694612855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1809364733","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07955453,0.009674368,0.82779026,0.0018494643,0.003324781,0.009625904,0.01558541,0.012129384,0.04046586],"genre_scores_gemma":[0.19948089,0.011910863,0.7117543,0.00415951,0.0012220701,0.023254754,0.023282988,0.0023751662,0.022559457],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99760497,0.0003960317,0.00025887744,0.0005822655,0.0008517823,0.00030608472],"domain_scores_gemma":[0.9987949,0.00025544452,0.00010635643,0.00038745283,0.00032575373,0.00013003476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020943985,0.0018552401,0.0015041449,0.0031761364,0.0011704754,0.0018619824,0.0019027684,0.0015470335,0.02946189],"category_scores_gemma":[0.0024637992,0.0005889654,0.00074610894,0.0019413223,0.0008801021,0.0011036446,0.0009233789,0.003962041,0.019019792],"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":[0.0008173845,0.00036097143,0.0008299944,0.00030760106,0.00003513777,0.00016281106,0.0001562785,0.00021521866,0.9538076,0.002613759,0.007774596,0.032918565],"study_design_scores_gemma":[0.0002939692,0.0010642058,0.0091591,0.00026184914,0.00015124389,0.00090534554,0.00014687481,0.00820393,0.85158396,0.005991863,0.122139305,0.00009829527],"about_ca_topic_score_codex":0.00079590967,"about_ca_topic_score_gemma":0.0011142705,"teacher_disagreement_score":0.02946189,"about_ca_system_score_codex":0.0005487114,"about_ca_system_score_gemma":0.0009918497,"threshold_uncertainty_score":0.09855986},"labels":[],"label_agreement":null},{"id":"W1938938334","doi":"10.1002/0471142956.cy0636s71","title":"Whole Blood Measurement of Histone Modifications Linked to the Epigenetic Regulation of Gene Expression","year":2015,"lang":"en","type":"article","venue":"Current Protocols in Cytometry","topic":"Epigenetics and DNA Methylation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Epigenetics; Histone; Epigenetic regulation of neurogenesis; Biology; Regulation of gene expression; Gene expression; Epigenomics; Phenotype; Cell biology; Computational biology; Gene; Genetics; DNA methylation; Histone methyltransferase","score_opus":0.10621892227284586,"score_gpt":0.39493613971705416,"score_spread":0.2887172174442083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1938938334","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6990938,0.03562821,0.23309436,0.0011517475,0.0010248331,0.00041981763,0.008830258,0.0022949425,0.018462025],"genre_scores_gemma":[0.82845145,0.026136884,0.114659205,0.0009673041,0.00033091215,0.00062921084,0.005381954,0.00023302282,0.023209943],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99972385,0.000053690157,0.000016634276,0.00008002268,0.00009459743,0.0000311004],"domain_scores_gemma":[0.9998179,0.000042906424,0.000037273585,0.000023575309,0.00005047403,0.000027859844],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045498574,0.00033339826,0.00035658985,0.0008754911,0.00026643238,0.00056282093,0.00037145693,0.00053163583,0.00266577],"category_scores_gemma":[0.00046713874,0.00019540603,0.0001801647,0.00067509385,0.000245034,0.00037333247,0.00022191454,0.00067860394,0.00087262946],"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":[0.00031613483,0.000053372936,0.0046083094,0.000107773536,0.0000348061,0.000048551818,0.0000651151,0.000087502944,0.9664611,0.0004940106,0.00079931854,0.026923943],"study_design_scores_gemma":[0.000028699009,0.0007205239,0.059257578,0.000050924937,0.0001073925,0.0006146005,0.00010848549,0.0014648741,0.92495364,0.00096161873,0.011705361,0.000026380234],"about_ca_topic_score_codex":0.00083224796,"about_ca_topic_score_gemma":0.0013436339,"teacher_disagreement_score":0.00266577,"about_ca_system_score_codex":0.00024810492,"about_ca_system_score_gemma":0.00024674236,"threshold_uncertainty_score":0.008917868},"labels":[],"label_agreement":null},{"id":"W1948042372","doi":"10.1002/0471142956.cy0604s25","title":"Enumeration of <scp>CD</scp>34<sup>+</sup> Hematopoietic Stem and Progenitor Cells","year":2003,"lang":"en","type":"article","venue":"Current Protocols in Cytometry","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"London Health Sciences Centre; University Health Network","funders":"","keywords":"CD34; Enumeration; Apheresis; Haematopoiesis; Progenitor cell; Flow cytometry; Stem cell; Biology; Progenitor; Immunology; Computational biology; Antigen; Transplantation; Cell biology; Medicine; Internal medicine; Mathematics; Combinatorics; Platelet","score_opus":0.04087304174522973,"score_gpt":0.33245227040181025,"score_spread":0.29157922865658054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1948042372","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3232832,0.008011309,0.6180303,0.0014726168,0.0005325084,0.0009970298,0.0039547146,0.002634753,0.041083597],"genre_scores_gemma":[0.46954703,0.008797643,0.48146096,0.0004648485,0.0001813322,0.0013000541,0.006587948,0.0005378088,0.03112239],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991534,0.00016582434,0.000085681466,0.000109668654,0.00042570833,0.000059780738],"domain_scores_gemma":[0.9995468,0.0001355744,0.000029216186,0.00009210415,0.00014490764,0.000051354255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007576838,0.00042802456,0.00034130772,0.001260879,0.0004834185,0.0006575051,0.0005301112,0.00043868306,0.004010554],"category_scores_gemma":[0.0008439015,0.0001603879,0.00019534734,0.0008368722,0.00029241058,0.0006189136,0.0005983747,0.0007449992,0.002855673],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011929901,0.000069040565,0.0017985402,0.00016747051,0.000009854698,0.00009176715,0.000128409,0.0003420793,0.9330016,0.00335959,0.0024956248,0.058416724],"study_design_scores_gemma":[0.000009162228,0.00016769583,0.003623678,0.00003385248,0.000016331413,0.00047277982,0.00006165956,0.00375778,0.96761775,0.0016374214,0.022589186,0.000012670344],"about_ca_topic_score_codex":0.00028687922,"about_ca_topic_score_gemma":0.00052200136,"teacher_disagreement_score":0.004010554,"about_ca_system_score_codex":0.0001929247,"about_ca_system_score_gemma":0.00040729422,"threshold_uncertainty_score":0.013416648},"labels":[],"label_agreement":null},{"id":"W2761065361","doi":"10.1002/cpcy.29","title":"Staining of Frozen and Formalin‐Fixed, Paraffin‐Embedded Tissues with Metal‐Labeled Antibodies for Imaging Mass Cytometry Analysis","year":2017,"lang":"en","type":"article","venue":"Current Protocols in Cytometry","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Princess Margaret Cancer Centre; Fluidigm (Canada)","funders":"","keywords":"Mass cytometry; Staining; Antibody; Cytometry; Flow cytometry; Chemistry; Primary and secondary antibodies; Pathology; Molecular biology; Biomedical engineering; Biology; Medicine; Phenotype; Immunology; Biochemistry","score_opus":0.03849182923329502,"score_gpt":0.37093633359412387,"score_spread":0.33244450436082884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2761065361","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028265826,0.012792573,0.90251327,0.0010011262,0.0020083743,0.00321758,0.007176356,0.0067901392,0.036234785],"genre_scores_gemma":[0.034083534,0.020849582,0.88884276,0.00072816963,0.0005736258,0.00615447,0.014273719,0.0014645671,0.0330295],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99936956,0.000073399344,0.00007272987,0.00017429078,0.00023411063,0.00007601199],"domain_scores_gemma":[0.9995449,0.00010643345,0.00004917827,0.00015968217,0.0000929697,0.000046838068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016655369,0.0014161478,0.00079084054,0.0025607103,0.0009914219,0.0010891089,0.0015017363,0.0010835046,0.021797463],"category_scores_gemma":[0.0006874573,0.00083168596,0.0007873635,0.0012857849,0.0006266679,0.0010319252,0.0007762512,0.001804669,0.02315217],"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":[0.000055400622,0.000049897924,0.00025328106,0.00051562564,0.000016871487,0.00017859729,0.000056931556,0.00019668651,0.950095,0.0024071292,0.005268799,0.040905863],"study_design_scores_gemma":[0.00005533664,0.0005217431,0.005418646,0.0004739741,0.00010182179,0.0025437186,0.00011123499,0.0027132004,0.6551091,0.0034272985,0.32944652,0.00007742146],"about_ca_topic_score_codex":0.00040119083,"about_ca_topic_score_gemma":0.0016053368,"teacher_disagreement_score":0.021797463,"about_ca_system_score_codex":0.0005492477,"about_ca_system_score_gemma":0.00083172513,"threshold_uncertainty_score":0.07291973},"labels":[],"label_agreement":null},{"id":"W2900649681","doi":"10.1002/cpcy.53","title":"Flow Cytometry Method Validation Protocols","year":2018,"lang":"en","type":"article","venue":"Current Protocols in Cytometry","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":71,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Caprion (Canada)","funders":"","keywords":"Protocol (science); Computer science; Data validation; Data mining; Medical physics; Medicine; Database; Pathology","score_opus":0.09476345536470152,"score_gpt":0.46669307686522443,"score_spread":0.3719296215005229,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900649681","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011606018,0.0053790295,0.8349826,0.002612677,0.0037752402,0.05311745,0.018105354,0.012319534,0.0581022],"genre_scores_gemma":[0.029228058,0.0098579,0.71137464,0.0042305165,0.0016264264,0.1197991,0.050534938,0.0044647846,0.06888355],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.95103586,0.012817567,0.0055386834,0.0047130175,0.023918053,0.001976804],"domain_scores_gemma":[0.9729178,0.0045039817,0.0017115577,0.0053668264,0.014778026,0.00072186865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.030883802,0.0028817975,0.0027488153,0.009642017,0.004236322,0.0053463085,0.006784744,0.004597456,0.045040812],"category_scores_gemma":[0.042574573,0.0020283929,0.0021205281,0.0037569713,0.0024579335,0.0027047098,0.0042092633,0.0066104624,0.047860812],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017596462,0.0012737344,0.0037601267,0.004863632,0.00019522605,0.0007611592,0.001780216,0.004897376,0.3386321,0.04628127,0.3205972,0.27519834],"study_design_scores_gemma":[0.00017272127,0.0007972753,0.00195079,0.0010448595,0.00010586288,0.0009212177,0.00021982353,0.005008581,0.20803899,0.0076490263,0.7738598,0.00023101992],"about_ca_topic_score_codex":0.0018925663,"about_ca_topic_score_gemma":0.0018728497,"teacher_disagreement_score":0.045040812,"about_ca_system_score_codex":0.0031744959,"about_ca_system_score_gemma":0.009102495,"threshold_uncertainty_score":0.16333109},"labels":[],"label_agreement":null}]}