{"meta":{"query_hash":"4709ccd613df","filters":{"venue":"Review of Communication"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/4709ccd613df","api":"https://metacan.xera.ac/api/v1/cohort?venue=Review+of+Communication"},"results":[{"id":"W1991023345","doi":"10.1080/15358590802074746","title":"A Smorgasbord of Current Rhetorical Scholarship","year":2009,"lang":"en","type":"article","venue":"Review of Communication","topic":"Rhetoric and Communication Studies","field":"Arts and Humanities","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":"Scholarship; Rhetorical question; Current (fluid); Sociology; Political science; Rhetoric; Linguistics; Philosophy; Engineering; Law","score_opus":0.16058046559507735,"score_gpt":0.37627584295762306,"score_spread":0.2156953773625457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991023345","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022989472,0.9081119,0.0000771195,0.0035300888,0.00008421325,0.0002659442,0.000005657517,0.000034171862,0.085592],"genre_scores_gemma":[0.60483086,0.39463416,0.00020321824,0.00018020406,0.000019125579,0.000009940252,0.00001439477,0.000003085959,0.00010502111],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989015,0.0002265846,0.0005353165,0.000068388574,0.0001939973,0.000074224816],"domain_scores_gemma":[0.9979868,0.000120802484,0.00039826758,0.0010431714,0.00042777116,0.000023193392],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005374254,0.000083599836,0.0003270548,0.000041694348,0.0001303413,0.000010763838,0.00059482706,0.000015945207,0.00018557599],"category_scores_gemma":[0.00015984075,0.00006838475,0.00011486895,0.00008788485,0.0001438582,0.00014764076,0.000087995,0.00015168807,0.000019904322],"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":[0.000004933919,0.00021034983,0.00011181985,0.00080673414,0.000017877433,1.502432e-8,0.0020587342,9.223087e-8,0.000021150781,0.8007985,0.0046139006,0.19135594],"study_design_scores_gemma":[0.000121748715,0.000068587615,0.0028867726,0.006081518,0.000057514026,4.7560985e-7,0.00017631636,0.0000034557913,0.00005422468,0.007533645,0.9829208,0.00009489341],"about_ca_topic_score_codex":0.000008831936,"about_ca_topic_score_gemma":0.0000043665527,"teacher_disagreement_score":0.97830695,"about_ca_system_score_codex":0.000023099543,"about_ca_system_score_gemma":0.000028480505,"threshold_uncertainty_score":0.2788649},"labels":[],"label_agreement":null},{"id":"W3176695714","doi":"10.1080/15358593.2021.1934522","title":"Engineering culture: logics of optimization in music, games, and apps","year":2021,"lang":"en","type":"article","venue":"Review of Communication","topic":"Digital Games and Media","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Monetization; Metadata; Circulation (fluid dynamics); Digital goods; Work (physics); Politics; Sociology; Computer science; Marketing; Business; Economics; World Wide Web; Political science; Law","score_opus":0.02484806942186981,"score_gpt":0.2972620691932521,"score_spread":0.2724139997713823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3176695714","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017105775,0.8553364,0.0015938191,0.0015323041,0.000044570552,0.00032243307,0.000003280897,0.00001526997,0.1394413],"genre_scores_gemma":[0.087394804,0.9033407,0.00887918,0.00009550803,0.0000062479394,0.000005050949,0.00002998035,0.000002220638,0.00024633037],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996108,0.00007630779,0.00015959816,0.00003856789,0.00007542687,0.000039297036],"domain_scores_gemma":[0.9995909,0.00005101488,0.00008214768,0.00016687048,0.000092575785,0.000016492364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036772873,0.000025711506,0.000117344454,0.000012866441,0.00000827275,0.0000060216407,0.00009219043,0.000023134331,0.000021339803],"category_scores_gemma":[0.0004971815,0.00002440275,0.00001946375,0.00020462673,0.000040228922,0.00008513791,0.00003830379,0.00003564776,3.5321284e-7],"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":[0.0000022139932,0.00015953481,0.0006230177,0.0048358184,0.000015541409,6.4336166e-7,0.010093396,0.0014621246,0.00027808052,0.115676254,0.00069605425,0.8661573],"study_design_scores_gemma":[0.0001451722,0.000012230771,0.00077506807,0.0100162355,0.00002244225,8.994601e-7,0.0009837163,0.0009450267,0.00014864345,0.00022177686,0.98664016,0.000088612156],"about_ca_topic_score_codex":0.00001757381,"about_ca_topic_score_gemma":0.00005434534,"teacher_disagreement_score":0.9859441,"about_ca_system_score_codex":0.000011876764,"about_ca_system_score_gemma":0.000037447648,"threshold_uncertainty_score":0.099511534},"labels":[],"label_agreement":null},{"id":"W3177134185","doi":"10.1080/15358593.2021.1936143","title":"Introduction: optimization and its discontents","year":2021,"lang":"en","type":"article","venue":"Review of Communication","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Social Sciences and Humanities Research Council of Canada; Canada Research Chairs","keywords":"Governmentality; Corporate governance; Geopolitics; Globe; Sociology; Computer science; Political science; Business; Management science; Law; Economics; Management; Politics; Psychology","score_opus":0.0713845211053497,"score_gpt":0.3686231840290067,"score_spread":0.29723866292365697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177134185","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006800764,0.6506952,0.022229357,0.15548454,0.0008052879,0.0022036443,0.000028146309,0.0001120579,0.161641],"genre_scores_gemma":[0.26943663,0.72578245,0.0028441802,0.0005504065,0.00013447013,0.000027951257,0.00023957204,0.0000040787504,0.000980239],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99919736,0.00032253875,0.00026346013,0.00004216831,0.00013000306,0.000044467157],"domain_scores_gemma":[0.9991659,0.00003433741,0.00019208057,0.00017864804,0.00041105747,0.000017959133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078624656,0.000027903783,0.00009055186,0.000014742887,0.00019335051,0.000019951227,0.00007373007,0.000015750968,0.0004580488],"category_scores_gemma":[0.00030216287,0.000027535589,0.000019147155,0.00017325854,0.000033037657,0.0004202659,0.000031232095,0.00002539073,0.000006472973],"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":[0.0000030372048,0.000029592968,0.00013574913,0.0020208163,0.000022039394,5.0520104e-8,0.006719391,0.00005415047,0.00008648469,0.9479162,0.0069401837,0.036072318],"study_design_scores_gemma":[0.0001859555,0.000011389305,0.00024375998,0.0020326248,0.000032853834,0.0000032471794,0.0068887034,0.00035610402,0.00047975802,0.00041532936,0.98926157,0.000088682624],"about_ca_topic_score_codex":0.000028305372,"about_ca_topic_score_gemma":0.000017849008,"teacher_disagreement_score":0.9823214,"about_ca_system_score_codex":0.000023309298,"about_ca_system_score_gemma":0.00004750895,"threshold_uncertainty_score":0.5015313},"labels":[],"label_agreement":null},{"id":"W4293690293","doi":"10.1080/15358593.2022.2107876","title":"From local to global: networked activism against multinational extractivism","year":2022,"lang":"en","type":"article","venue":"Review of Communication","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Multinational corporation; Political science; Political economy; Sociology; Economic system; Economics; Law","score_opus":0.026751685292915328,"score_gpt":0.3114979450439747,"score_spread":0.2847462597510594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293690293","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":[0.68756306,0.1158303,0.008470459,0.057899218,0.0011710422,0.005188547,0.0002389367,0.0005141968,0.12312426],"genre_scores_gemma":[0.9911804,0.0024623915,0.00029243666,0.0054195533,0.00018087334,0.00006845419,0.00036504463,0.00001166628,0.0000191768],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987497,0.0001597082,0.00036457676,0.00016692316,0.0003892915,0.00016983296],"domain_scores_gemma":[0.99867976,0.00011355273,0.00035331908,0.00058792956,0.00024677193,0.000018680263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00083342765,0.00012482771,0.00027902637,0.000043972785,0.00031008184,0.00004739363,0.0006336458,0.00002982829,0.00015110931],"category_scores_gemma":[0.0003376481,0.00013145793,0.00013120536,0.00068487687,0.000057605543,0.0004849249,0.00052066037,0.00017374824,0.000022824957],"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":[0.00014713638,0.0016921175,0.0078992825,0.0032794185,0.00017871738,0.0000036532597,0.00086184323,0.0048838207,0.00006325579,0.05586732,0.04252645,0.88259697],"study_design_scores_gemma":[0.0006355443,0.000026278823,0.07480105,0.0017461746,0.00017296671,7.3442044e-7,0.0035867603,0.004346559,0.0000042803117,0.02272694,0.8915089,0.00044383333],"about_ca_topic_score_codex":0.0016028002,"about_ca_topic_score_gemma":0.000038725633,"teacher_disagreement_score":0.88215315,"about_ca_system_score_codex":0.00030917922,"about_ca_system_score_gemma":0.000056195215,"threshold_uncertainty_score":0.53606987},"labels":[],"label_agreement":null},{"id":"W4382073086","doi":"10.1080/15358593.2022.2123251","title":"“There was a lot of that [coercion and manipulation] happening and well, that’s not very trustworthy”: a qualitative study on COVID-19 vaccine hesitancy in Canada","year":2023,"lang":"en","type":"article","venue":"Review of Communication","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Distrust; Thematic analysis; Public relations; Government (linguistics); Trustworthiness; Qualitative research; Public health; Perception; Crisis communication; Population; Public trust; Coercion (linguistics); Stigma (botany); Political science; Psychology; Social psychology; Medicine; Nursing; Sociology; Environmental health; Law; Psychiatry","score_opus":0.11316191552157938,"score_gpt":0.400590217375575,"score_spread":0.2874283018539956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382073086","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":[0.94410306,0.045780946,0.000010804722,0.008324227,0.0000242248,0.00091817975,0.0000056860385,0.000015984895,0.0008169042],"genre_scores_gemma":[0.8839731,0.11554228,0.000031640287,0.00034265209,0.000006827993,0.000028504375,0.0000174704,0.0000072998773,0.000050210263],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978256,0.0011856733,0.00038831748,0.00015419359,0.00031970144,0.000126488],"domain_scores_gemma":[0.9982189,0.000915781,0.0003468827,0.0003876165,0.00006643776,0.000064413616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002153618,0.00010103799,0.0003956148,0.00009514927,0.00018979322,0.000011911169,0.00022456858,0.00003241851,0.00004996319],"category_scores_gemma":[0.00037517434,0.000092320835,0.000030727493,0.0004278091,0.000015311207,0.00018727401,0.00008275253,0.000113135255,0.0000020914204],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016015023,0.00021897224,0.7600587,0.0043726773,0.000085310676,0.000010778964,0.20377399,0.000039390474,0.000019352878,0.01178248,0.0033915364,0.016086679],"study_design_scores_gemma":[0.0010483373,0.00013550845,0.85420436,0.005145435,0.00007601758,8.963659e-7,0.13170594,0.000100559635,0.000024270374,0.0010568857,0.0062909657,0.00021079971],"about_ca_topic_score_codex":0.37265134,"about_ca_topic_score_gemma":0.76135164,"teacher_disagreement_score":0.38870034,"about_ca_system_score_codex":0.00020599985,"about_ca_system_score_gemma":0.00038157986,"threshold_uncertainty_score":0.63152623},"labels":[],"label_agreement":null}]}