{"meta":{"query_hash":"1ba5d7129c4a","filters":{"venue":"Engaging Science Technology and Society"},"cohort_total":20,"direct_labels_cover":9,"predictions_cover":20,"exported":20,"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/1ba5d7129c4a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Engaging+Science+Technology+and+Society"},"results":[{"id":"W2402040036","doi":"10.17351/ests2016.85","title":"Care and Solidarity Are Conditions for Interventionist Research","year":2016,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Solidarity; Power (physics); Action (physics); Sociology; Political science; Research ethics; Epistemology; Public relations; Engineering ethics; Law","score_opus":0.5351337359155328,"score_gpt":0.6988358515948896,"score_spread":0.16370211567935677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2402040036","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023938518,0.008006589,0.12008549,0.6943958,0.0029226104,0.0013160197,0.00015392886,0.0003054713,0.14887556],"genre_scores_gemma":[0.84771484,0.0037183082,0.078432485,0.055202898,0.0018751818,0.0068953396,0.00018017029,0.00024267209,0.005738015],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.63493955,0.27905327,0.013596062,0.028991068,0.030623458,0.012796608],"domain_scores_gemma":[0.585049,0.3081165,0.025423776,0.045565292,0.015624862,0.02022058],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.26575142,0.0009874946,0.0047306046,0.004200656,0.0285915,0.03172677,0.005515281,0.022703635,0.011345074],"category_scores_gemma":[0.2731316,0.0020388812,0.002182194,0.0026574652,0.19462772,0.055789445,0.038686175,0.0316804,0.0030699726],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038548656,0.00013320871,0.0005454507,0.0002731504,0.000034818106,0.00011181604,0.01730837,0.00020461337,0.00011041538,0.9690801,0.0030456253,0.009113884],"study_design_scores_gemma":[0.000065338994,0.00006309356,0.00031297014,0.0005195625,0.000014243317,0.00008488191,0.008049228,0.00018264669,0.00014033179,0.96309394,0.027446987,0.00002676267],"about_ca_topic_score_codex":0.0021995583,"about_ca_topic_score_gemma":0.0019675535,"teacher_disagreement_score":0.9714085,"about_ca_system_score_codex":0.013322416,"about_ca_system_score_gemma":0.03917954,"threshold_uncertainty_score":0.9054592},"labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["metaresearch","sts"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"split"},{"id":"W2489823708","doi":"10.17351/ests2016.94","title":"Toward Non-innocent Reassemblies","year":2016,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Contemporary Literature and Criticism","field":"Arts and Humanities","cited_by":11,"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":"Reading (process); Sociology; Psychoanalysis; Criminology; Epistemology; Law; Aesthetics; Political science; Psychology; Philosophy","score_opus":0.021919828134624,"score_gpt":0.23817712836832655,"score_spread":0.21625730023370254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2489823708","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05510332,0.0040755174,0.032365803,0.34695867,0.008846342,0.000080846556,0.000040513107,0.0003855782,0.55214345],"genre_scores_gemma":[0.8822415,0.00090195675,0.0035740677,0.045042906,0.002040583,0.00008087413,0.000024701325,0.0003201432,0.065773375],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9774933,0.01507566,0.0004475168,0.0017784961,0.004016041,0.0011890441],"domain_scores_gemma":[0.97273004,0.017692307,0.0016914766,0.0026715146,0.004111259,0.0011033516],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.016861854,0.00059177546,0.00048553126,0.0011937107,0.01258371,0.010381371,0.0023669153,0.01009628,0.006102318],"category_scores_gemma":[0.061766993,0.00031994854,0.0004328664,0.0006556132,0.052644756,0.010921394,0.0077487035,0.016939193,0.0017454231],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031175536,0.00001643357,0.00037655872,0.000075650096,0.00000928432,0.0006144166,0.105504416,0.00008277062,0.0005039177,0.8462285,0.037498347,0.009058558],"study_design_scores_gemma":[0.000012893641,0.000027113036,0.00027592818,0.00028161428,0.000012465628,0.0006348915,0.058097497,0.00041868666,0.0013281608,0.41320455,0.52568173,0.000024570272],"about_ca_topic_score_codex":0.0024350467,"about_ca_topic_score_gemma":0.004253468,"teacher_disagreement_score":0.98741627,"about_ca_system_score_codex":0.0034008324,"about_ca_system_score_gemma":0.0035742873,"threshold_uncertainty_score":0.089175105},"labels":[],"label_agreement":null},{"id":"W2756923027","doi":"10.17351/ests2017.126","title":"Compromised Agency: The Case of BabyLegs","year":2017,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Compromise; Agency (philosophy); Ambivalence; Power (physics); Essentialism; Sociology; Law and economics; Set (abstract data type); Environmental ethics; Public relations; Epistemology; Law; Political science; Internet privacy; Social psychology; Psychology; Computer science; Social science; Gender studies; Philosophy","score_opus":0.022754348894921853,"score_gpt":0.31073797996114483,"score_spread":0.287983631066223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2756923027","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47272798,0.0018862998,0.020351125,0.042959683,0.00052460545,0.00011584126,0.0000766706,0.00017259443,0.4611852],"genre_scores_gemma":[0.96086335,0.00067920564,0.002365877,0.0028457628,0.000054695985,0.000058743783,0.000016761818,0.0000832267,0.033032384],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9942826,0.003257356,0.00013491981,0.0005862788,0.00060451473,0.0011343994],"domain_scores_gemma":[0.9978333,0.00094731286,0.00032537867,0.00023334628,0.00019563397,0.00046504405],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003912907,0.0006854969,0.00045336093,0.0013764323,0.0204518,0.0070904167,0.0011863484,0.008214661,0.00956761],"category_scores_gemma":[0.006366269,0.0006560323,0.00069794495,0.00084130774,0.023900036,0.006695734,0.008702346,0.0050890055,0.0016212596],"study_design_candidate":"qualitative","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":[0.0000843073,0.000056159057,0.0033529545,0.00007723925,0.000012386019,0.021993881,0.33558294,0.0002996429,0.0010111098,0.61407626,0.008828928,0.014624274],"study_design_scores_gemma":[0.000023510733,0.00018579791,0.0018421081,0.00072846125,0.00004075643,0.027921664,0.3315702,0.0013315742,0.0021639406,0.1184128,0.51566875,0.00011053776],"about_ca_topic_score_codex":0.00796378,"about_ca_topic_score_gemma":0.010444026,"teacher_disagreement_score":0.9795482,"about_ca_system_score_codex":0.0040121544,"about_ca_system_score_gemma":0.0022974168,"threshold_uncertainty_score":0.03200686},"labels":[],"label_agreement":null},{"id":"W2758823016","doi":"10.17351/ests2017.134","title":"&lt;b&gt;Making and Doing Politics Through Grassroots Scientific Research on the Energy and Petrochemical Industries&lt;/b&gt;","year":2017,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":67,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Grassroots; Scholarship; Work (physics); Politics; Business; Petrochemical; Environmental planning; Political science; Engineering; Waste management; Environmental science","score_opus":0.06759164080097939,"score_gpt":0.35983839599913997,"score_spread":0.29224675519816057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2758823016","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03925914,0.0056381556,0.04535569,0.15449505,0.0032432755,0.00017096466,0.00020564301,0.00038925948,0.7512428],"genre_scores_gemma":[0.7472679,0.01060256,0.030276543,0.014313464,0.0011179551,0.0002482661,0.0002574866,0.0006978909,0.19521797],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9939657,0.0038142293,0.00014813742,0.00052004674,0.0010460147,0.0005059622],"domain_scores_gemma":[0.9895644,0.005661196,0.000533496,0.0017835223,0.00096256344,0.0014947582],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008996068,0.00047446496,0.0003039849,0.0019815727,0.0070904973,0.0150280185,0.000918373,0.0031879977,0.032022353],"category_scores_gemma":[0.009609347,0.00028890377,0.00042818332,0.0026976564,0.020558653,0.011341128,0.008475264,0.0038337507,0.006057301],"study_design_candidate":"qualitative","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":[0.0000452965,0.00006610468,0.0021876057,0.00037091147,0.000017925324,0.00021971627,0.038387857,0.0007179675,0.0020299572,0.6964982,0.091553815,0.16790465],"study_design_scores_gemma":[0.000009464972,0.00002939953,0.0019245469,0.0004904174,0.000009166271,0.00010037362,0.03431247,0.0008400726,0.0015561528,0.20334587,0.7573594,0.000022584913],"about_ca_topic_score_codex":0.0051120557,"about_ca_topic_score_gemma":0.011194471,"teacher_disagreement_score":0.9929095,"about_ca_system_score_codex":0.007525154,"about_ca_system_score_gemma":0.010504171,"threshold_uncertainty_score":0.10712546},"labels":[],"label_agreement":null},{"id":"W2790001073","doi":"10.17351/ests2018.210","title":"Shelf Projects: The Political Life of Exploration Geology in Senegal","year":2018,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Mining and Resource Management","field":"Engineering","cited_by":26,"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":"Colorado School of Mines; University of Michigan; Wenner-Gren Foundation; National Science Foundation","keywords":"Colonialism; Politics; Frontier; Gold mining; Indigenous; Gold rush; Argument (complex analysis); Gold coast; Political science; Archaeology; Geography; Law; Ecology","score_opus":0.015207782912311514,"score_gpt":0.24077365750988153,"score_spread":0.22556587459757002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790001073","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8906895,0.007611037,0.0003768793,0.013870593,0.000087597946,0.000034138124,0.00012022351,0.000009851357,0.08720012],"genre_scores_gemma":[0.98914003,0.0031416726,0.0001245907,0.0004893514,0.000012184689,0.000025338415,0.00002456113,0.000009450719,0.0070327464],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99877614,0.0005110305,0.000028795761,0.00007880732,0.000104425155,0.0005007954],"domain_scores_gemma":[0.99923086,0.00030141565,0.0001421006,0.000040069313,0.00007365167,0.00021188987],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016181922,0.0003798449,0.00021546097,0.0016952851,0.013763438,0.005019752,0.0006676332,0.0012387524,0.005096464],"category_scores_gemma":[0.0019147049,0.0003212555,0.00010071035,0.0037005136,0.010965756,0.0032012367,0.008191066,0.0011713766,0.00026809942],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016043434,0.00003510093,0.03152446,0.00022957937,0.000029884553,0.00646338,0.7198152,0.00041774416,0.0026057833,0.15390766,0.006669265,0.07814165],"study_design_scores_gemma":[0.0000055928217,0.000065461245,0.07457454,0.0004100967,0.0000098019755,0.001032974,0.67295545,0.0001277303,0.00042659967,0.0074896566,0.24285455,0.000047536767],"about_ca_topic_score_codex":0.14656176,"about_ca_topic_score_gemma":0.35090473,"teacher_disagreement_score":0.9862366,"about_ca_system_score_codex":0.007702638,"about_ca_system_score_gemma":0.006858059,"threshold_uncertainty_score":0.2914173},"labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"split"},{"id":"W2790215856","doi":"10.17351/ests2018.212","title":"Black Gold, White Power: Mapping Oil, Real Estate, and Racial Segregation in the Los Angeles Basin, 1900-1939","year":2018,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"American Environmental and Regional History","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"York University","keywords":"Capitalism; Real estate; Metropolitan area; Boom; Underwriting; Politics; Resource (disambiguation); Economy; Power (physics); Political science; History; Business; Economics; Archaeology; Law; Finance; Engineering","score_opus":0.0065307177763383175,"score_gpt":0.21384181745717937,"score_spread":0.20731109968084105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790215856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9377342,0.0023256966,0.00025533096,0.005229021,0.000043945256,0.000016461534,0.00026173994,0.000013013927,0.0541206],"genre_scores_gemma":[0.9864551,0.0014524466,0.0002298915,0.0002570154,0.000024528263,0.000020416841,0.00015287372,0.0000107955075,0.011396932],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99977773,0.0000771085,0.000005495678,0.000028642356,0.00005070991,0.000060394003],"domain_scores_gemma":[0.9997409,0.000053824784,0.000058603033,0.0000104997325,0.000084901774,0.00005128723],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00044979775,0.00015629888,0.00014482357,0.0016420651,0.004866609,0.0017238552,0.0004176937,0.00022763945,0.0023793844],"category_scores_gemma":[0.0012721701,0.0001365096,0.000059825994,0.002119354,0.0025640177,0.0011856469,0.0013889327,0.000600353,0.0002520221],"study_design_candidate":"observational","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":[0.00007803968,0.00014200275,0.22518426,0.00009801465,0.00002717248,0.000571115,0.5942028,0.0002022429,0.00047404724,0.024871634,0.035651606,0.118497096],"study_design_scores_gemma":[0.0000057322995,0.000037318096,0.27483028,0.00023962691,0.000019471361,0.00012726065,0.541675,0.00023342748,0.00046956667,0.0021198695,0.18022305,0.000019503364],"about_ca_topic_score_codex":0.45944834,"about_ca_topic_score_gemma":0.7824844,"teacher_disagreement_score":0.9951334,"about_ca_system_score_codex":0.0048075574,"about_ca_system_score_gemma":0.0021318428,"threshold_uncertainty_score":0.9135481},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"},{"id":"W2794201136","doi":"10.17351/ests2018.224","title":"Images of Marie Curie: How Reputational Entrepreneurs Shape Iconic Identities","year":2018,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Empathy and Medical Education","field":"Medicine","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":"Lakehead University","funders":"","keywords":"Marie curie; Honor; Reputation; Curie; Admiration; Biography; Sociology; Wife; Law; Political science; Social science; Curie temperature; Psychology; Condensed matter physics; Social psychology; Physics; Economics","score_opus":0.012270849928781134,"score_gpt":0.30098067454732025,"score_spread":0.2887098246185391,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794201136","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4098623,0.0043658568,0.004130988,0.023604896,0.000789427,0.000052761938,0.00012673359,0.00019134101,0.55687565],"genre_scores_gemma":[0.9585227,0.0007628729,0.00077531073,0.000895307,0.00010370219,0.000028139286,0.0000439011,0.00023735291,0.038630795],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9961307,0.0021371376,0.00006147913,0.00048460698,0.00062663155,0.0005593808],"domain_scores_gemma":[0.9953442,0.0018130617,0.00055996224,0.0006271534,0.0007057794,0.0009498504],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0035902902,0.00084473053,0.00043984564,0.0031262052,0.019253256,0.021433169,0.0015453552,0.003209458,0.0074128276],"category_scores_gemma":[0.01167546,0.00055900076,0.00040405273,0.0014087463,0.023664951,0.008178769,0.009086871,0.0038506708,0.0014895636],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034918707,0.000009422625,0.0013165978,0.00003606148,0.000006881293,0.0006659098,0.93997544,0.000058579913,0.00041565477,0.045700643,0.0064662145,0.0053137485],"study_design_scores_gemma":[0.000009313212,0.00003382149,0.0024920965,0.00029312982,0.000020842876,0.0011945037,0.6518437,0.00034156215,0.000560911,0.009019933,0.3341078,0.00008240987],"about_ca_topic_score_codex":0.041437663,"about_ca_topic_score_gemma":0.05669575,"teacher_disagreement_score":0.98074675,"about_ca_system_score_codex":0.008518908,"about_ca_system_score_gemma":0.0033061567,"threshold_uncertainty_score":0.08239293},"labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"},{"id":"W2883431517","doi":"10.17351/ests2018.259","title":"The Responsibilities and Obligations of STS in a Moment of Post-Truth Demagoguery","year":2018,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Climate Change Communication and Perception","field":"Social Sciences","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":"University of Toronto","funders":"","keywords":"Legitimacy; Agnosticism; Authoritarianism; Politics; Sociology; Nationalism; Variety (cybernetics); Reading (process); Epistemology; Law; Environmental ethics; Political science; Democracy; Philosophy","score_opus":0.1648328257071301,"score_gpt":0.4301443177722765,"score_spread":0.2653114920651464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2883431517","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11179168,0.0031470393,0.036109347,0.27421388,0.002598174,0.00009713968,0.000092859176,0.00020944308,0.5717404],"genre_scores_gemma":[0.98346937,0.0004393217,0.0016589358,0.0042869737,0.00045211287,0.00005009392,0.000020854766,0.00005725277,0.0095651625],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.97174376,0.019064084,0.00096471905,0.0017768088,0.0036145877,0.0028360377],"domain_scores_gemma":[0.9501029,0.031719726,0.0033137784,0.0049466565,0.004658686,0.0052582263],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.03094576,0.00040627725,0.00049166864,0.0019531138,0.013989735,0.022425797,0.0012931075,0.008296662,0.0061891233],"category_scores_gemma":[0.055809744,0.00059763546,0.0005049399,0.0015240744,0.07547998,0.019615272,0.013606756,0.014455616,0.0012652267],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016974975,0.000011787076,0.0004476697,0.000021444917,0.0000028370573,0.00013433774,0.05148926,0.00007587498,0.00020025259,0.94058573,0.0024800978,0.004533711],"study_design_scores_gemma":[0.0000147683695,0.000031083968,0.0008427059,0.00019057572,0.000008716064,0.00026734098,0.056294844,0.0005313891,0.0005766079,0.73788154,0.20332284,0.000037585785],"about_ca_topic_score_codex":0.003435922,"about_ca_topic_score_gemma":0.0024574075,"teacher_disagreement_score":0.98601025,"about_ca_system_score_codex":0.0074795997,"about_ca_system_score_gemma":0.011282866,"threshold_uncertainty_score":0.1636588},"labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"agree"},{"id":"W2999407356","doi":"10.17351/ests2020.313","title":"Learning in Crisis: Training Students to Monitor and Address Irresponsible Knowledge Construction by US Federal Agencies under Trump","year":2020,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Climate Change Communication and Perception","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":false,"ca_institutions":"University of Guelph","funders":"National Institute of Environmental Health Sciences; National Institutes of Health; University of Michigan","keywords":"Public relations; Agency (philosophy); Ideology; Political science; Work (physics); Corporate governance; Public administration; Curriculum; Sociology; Politics; Business; Law; Engineering; Social science","score_opus":0.2201229905282788,"score_gpt":0.4333201427701782,"score_spread":0.21319715224189942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999407356","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7824499,0.0011689523,0.013232424,0.10373198,0.0014075147,0.00093210343,0.00012242276,0.00096019596,0.09599449],"genre_scores_gemma":[0.90229636,0.0021833351,0.032866582,0.021538487,0.00028922173,0.000955618,0.0002646458,0.00021172692,0.039393958],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9968972,0.0014019574,0.00009404145,0.0003258519,0.00035582818,0.0009251767],"domain_scores_gemma":[0.9925212,0.0013570716,0.00042527152,0.00036992904,0.0007740122,0.0045524966],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0055544423,0.000784158,0.00047990982,0.0008710134,0.0070029865,0.007377727,0.002761022,0.0035133911,0.009427665],"category_scores_gemma":[0.008106062,0.00065736036,0.0005085456,0.00063733733,0.0052759335,0.007275802,0.00833092,0.009163438,0.0040695714],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024821513,0.020140009,0.027011167,0.0007238447,0.000025646252,0.0011433631,0.42829227,0.001033606,0.0077857384,0.019621605,0.18231423,0.31166026],"study_design_scores_gemma":[0.00017063513,0.0019484236,0.018767444,0.0012960214,0.000066157096,0.000783467,0.45863158,0.0035700244,0.006911637,0.06822002,0.4394978,0.00013681347],"about_ca_topic_score_codex":0.0025142112,"about_ca_topic_score_gemma":0.007321978,"teacher_disagreement_score":0.992997,"about_ca_system_score_codex":0.0025664358,"about_ca_system_score_gemma":0.010283821,"threshold_uncertainty_score":0.031538665},"labels":[],"label_agreement":null},{"id":"W2999832546","doi":"10.17351/ests2020.363","title":"Low-Carbon Research: Building a Greener and More Inclusive Academy","year":2020,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Global Energy and Sustainability Research","field":"Energy","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":"University of Alberta","funders":"","keywords":"Incentive; Transition (genetics); Sociology; Carbon fibers; Peer production; Political science; Production (economics); Public relations; Economics; Management; Computer science","score_opus":0.03810997145570978,"score_gpt":0.3615085870135544,"score_spread":0.32339861555784466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999832546","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0963457,0.017159127,0.04776645,0.52040637,0.005072298,0.00022188314,0.00009461828,0.00060952175,0.31232405],"genre_scores_gemma":[0.84106374,0.012191135,0.05697067,0.05111716,0.0036131735,0.0004657469,0.00013745452,0.00031131066,0.03412968],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9721985,0.017811174,0.00094211934,0.0021140764,0.004532131,0.0024020125],"domain_scores_gemma":[0.94968635,0.024508806,0.0030841266,0.007814446,0.004568593,0.010337631],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.05112207,0.0006552059,0.0011338223,0.0038016704,0.016467009,0.030971443,0.0034813904,0.007966788,0.008186856],"category_scores_gemma":[0.03267195,0.00048233126,0.0009201155,0.0024175178,0.046626497,0.053976532,0.025739457,0.011755044,0.0028484385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039756458,0.0001826362,0.0009551983,0.00034260785,0.000020322213,0.00021549007,0.02726111,0.0003530599,0.00081154896,0.9051477,0.009390702,0.05527994],"study_design_scores_gemma":[0.000020628151,0.0000847558,0.0007864553,0.00041348417,0.000011374545,0.00010891405,0.023865206,0.00020900641,0.0006426,0.70272946,0.27109212,0.000036042482],"about_ca_topic_score_codex":0.0013045383,"about_ca_topic_score_gemma":0.0025820546,"teacher_disagreement_score":0.98353297,"about_ca_system_score_codex":0.009328234,"about_ca_system_score_gemma":0.03265974,"threshold_uncertainty_score":0.27036256},"labels":[],"label_agreement":null},{"id":"W3000530847","doi":"10.17351/ests2020.361","title":"Upgraded to Obsolescence: Age Intervention in the Era of Biohacking","year":2020,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Trent University","funders":"","keywords":"Obsolescence; Futures contract; Intervention (counseling); Aesthetics; Psychology; History; Political science; Business; Medicine; Marketing; Art; Nursing","score_opus":0.027201518507445083,"score_gpt":0.30259288634982506,"score_spread":0.27539136784238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3000530847","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35296068,0.017103594,0.031976655,0.26377818,0.0045851683,0.00019398224,0.000069245856,0.00058622914,0.32874626],"genre_scores_gemma":[0.936263,0.0055291164,0.0076616774,0.023986988,0.0006052059,0.00023582629,0.000031875126,0.00022688102,0.025459459],"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99283326,0.0053119375,0.00011330391,0.0004557056,0.00059234956,0.000693456],"domain_scores_gemma":[0.99006534,0.0061607566,0.0009405766,0.00080951035,0.00071094424,0.0013128446],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.010615221,0.000589604,0.00038869976,0.0010113717,0.009325361,0.00722882,0.0016485662,0.0036809386,0.008794417],"category_scores_gemma":[0.017389592,0.00029482582,0.00038448776,0.0005646892,0.023809219,0.011355315,0.011353458,0.0065630553,0.0015996082],"study_design_candidate":"theoretical_or_conceptual","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":[0.00016085964,0.00067613117,0.0030735345,0.0004356101,0.000021371934,0.00067994173,0.481411,0.00013097942,0.0014359418,0.32644528,0.032346148,0.15318313],"study_design_scores_gemma":[0.00007711852,0.0004172751,0.0032920728,0.001718792,0.000053019874,0.0008514262,0.32731754,0.0004441099,0.002312272,0.1866851,0.47676525,0.00006614609],"about_ca_topic_score_codex":0.0017151788,"about_ca_topic_score_gemma":0.002910473,"teacher_disagreement_score":0.9906746,"about_ca_system_score_codex":0.0031751357,"about_ca_system_score_gemma":0.0039884974,"threshold_uncertainty_score":0.05613929},"labels":[],"label_agreement":null},{"id":"W3103692244","doi":"10.17351/ests2020.673","title":"&lt;b&gt;Breathing Late Industrialism&lt;/b&gt;","year":2020,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Geographies of human-animal interactions","field":"Social Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Linköpings Universitet; University of Toronto; University of Minnesota; Harvard University; Princeton University","keywords":"Industrial Revolution; Atmosphere (unit); Trespass; Idiosyncrasy; Work (physics); History; Law and economics; Sociology; Aesthetics; Environmental ethics; Law; Political science; Philosophy; Engineering; Business; Mechanical engineering; Geography; Meteorology","score_opus":0.034742295318359845,"score_gpt":0.3093706367036433,"score_spread":0.27462834138528347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3103692244","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017208915,0.0066293865,0.00908874,0.14637044,0.005271519,0.00008214603,0.0006702924,0.00055392785,0.8141247],"genre_scores_gemma":[0.4037486,0.0043471456,0.006221193,0.030788038,0.0012927267,0.00016758595,0.0004889499,0.0017375577,0.55120826],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9988335,0.00047990953,0.00003192274,0.00016269833,0.0003013731,0.00019063622],"domain_scores_gemma":[0.9989029,0.00024640412,0.00012869404,0.00017962528,0.00024598997,0.00029625426],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0013632455,0.00058060366,0.00022448871,0.0008282437,0.0064367605,0.010402874,0.0006667929,0.004674258,0.045901157],"category_scores_gemma":[0.00254638,0.00022719929,0.00026665375,0.0010957707,0.01148651,0.008467541,0.0037720432,0.00421883,0.014472541],"study_design_candidate":"theoretical_or_conceptual","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":[0.000043903932,0.000027637205,0.0015169538,0.00012962548,0.000005747443,0.00026141663,0.034057267,0.00007026964,0.000954437,0.4196803,0.4848872,0.058365244],"study_design_scores_gemma":[0.000002366006,0.000009216963,0.0015690003,0.00014340045,0.0000014948122,0.00016354215,0.013445692,0.000097714816,0.00036904984,0.025504764,0.9586792,0.000014589551],"about_ca_topic_score_codex":0.0149796195,"about_ca_topic_score_gemma":0.032942574,"teacher_disagreement_score":0.99356323,"about_ca_system_score_codex":0.005185874,"about_ca_system_score_gemma":0.0022594947,"threshold_uncertainty_score":0.15355462},"labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"},{"id":"W3104558197","doi":"10.17351/ests2020.429","title":"Breathing Fire into Landscapes that Burn: Wildfire Management in a Time of Alterlife","year":2020,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Indigenous; Context (archaeology); Geography; Environmental resource management; Fire regime; Climate change; Environmental planning; Environmental ethics; Political science; Ecology; Ecosystem; Environmental science; Archaeology","score_opus":0.0053942660999962005,"score_gpt":0.20973514427351847,"score_spread":0.20434087817352226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3104558197","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6689989,0.035272997,0.005547983,0.14531158,0.0017620048,0.0001559357,0.00011757798,0.00012464321,0.14270826],"genre_scores_gemma":[0.964967,0.011124234,0.0027592187,0.0091264825,0.00020775947,0.000036258592,0.00005329602,0.000036741178,0.011689002],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9990121,0.00033514525,0.000021756829,0.00006110822,0.00016183677,0.0004080003],"domain_scores_gemma":[0.99904364,0.00011601413,0.00009323919,0.00003641781,0.00015449306,0.0005561681],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001835998,0.0002698342,0.00020204214,0.00077279,0.012981654,0.0076418705,0.0016683883,0.0020801271,0.002323504],"category_scores_gemma":[0.0017679419,0.00019597026,0.00022340528,0.0010485796,0.007682542,0.0033443738,0.0031509313,0.003540358,0.00023735494],"study_design_candidate":"theoretical_or_conceptual","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":[0.00028510726,0.00073846115,0.071322225,0.0004978195,0.000108586246,0.0031765194,0.3244608,0.0025174224,0.0029602137,0.07730579,0.118261784,0.39836523],"study_design_scores_gemma":[0.000020920554,0.0002754619,0.03521492,0.0006161707,0.000049490078,0.00059766124,0.6605916,0.001122324,0.00060355803,0.011826469,0.2890038,0.00007765141],"about_ca_topic_score_codex":0.37016976,"about_ca_topic_score_gemma":0.8145103,"teacher_disagreement_score":0.98701835,"about_ca_system_score_codex":0.012958158,"about_ca_system_score_gemma":0.014676882,"threshold_uncertainty_score":0.7360302},"labels":[],"label_agreement":null},{"id":"W3109009690","doi":"10.17351/ests2020.459","title":"Social Dynamics of Expectations and Expertise: AI in Digital Humanitarian Innovation","year":2020,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Education, Healthcare and Sociology Research","field":"Psychology","cited_by":15,"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 du Québec à Montréal; Université de Sherbrooke","funders":"Mitacs; Canada Research Chairs","keywords":"Vision; Negotiation; Performative utterance; Dynamics (music); Sociology; Boundary object; Social innovation; Realization (probability); Epistemology; Reflexivity; Public relations; Political science; Knowledge management; Social science; Computer science","score_opus":0.05975473557389118,"score_gpt":0.4263929054313248,"score_spread":0.36663816985743364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3109009690","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6935598,0.00071805506,0.049276028,0.042367294,0.00014792087,0.000070287104,0.000048158727,0.00005583314,0.21375662],"genre_scores_gemma":[0.998833,0.000052254276,0.00046284107,0.0001471719,0.0000126744635,0.000013607755,0.000003951149,0.000006115967,0.00046845793],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.98613596,0.0102876555,0.0003053451,0.00083844084,0.0015024354,0.0009301348],"domain_scores_gemma":[0.9660097,0.025000487,0.0035272518,0.0011692457,0.0016817895,0.0026114949],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.013052609,0.0003548025,0.0003702535,0.0021659094,0.007817471,0.010866853,0.0011820169,0.0038398125,0.004040322],"category_scores_gemma":[0.032309428,0.0003505061,0.00035503984,0.0010736069,0.034078915,0.012569687,0.009077305,0.0035216426,0.0003123209],"study_design_candidate":"qualitative","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":[0.000078701865,0.00007506884,0.007259575,0.00008022221,0.000020645017,0.0005905979,0.30815718,0.0017591853,0.0009293085,0.67091495,0.0012537729,0.008880786],"study_design_scores_gemma":[0.00004367538,0.000100953774,0.0071044667,0.0002241263,0.000019481939,0.0004635447,0.30039805,0.0074781254,0.0006790044,0.64595336,0.03743822,0.00009696621],"about_ca_topic_score_codex":0.0027921956,"about_ca_topic_score_gemma":0.0013868852,"teacher_disagreement_score":0.99218255,"about_ca_system_score_codex":0.00565316,"about_ca_system_score_gemma":0.0031866736,"threshold_uncertainty_score":0.06902963},"labels":[],"label_agreement":null},{"id":"W4297337558","doi":"10.17351/ests2022.961","title":"Brain-Computer Interfaces, Inclusive Innovation, and the Promise of Restoration: A Mixed-Methods Study with Rehabilitation Professionals","year":2022,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University; Montreal Clinical Research Institute","funders":"Canadian Institutes of Health Research","keywords":"Deliberation; Enthusiasm; Technocracy; Rehabilitation; Brain–computer interface; Engineering ethics; Public relations; Psychology; Sociology; Political science; Engineering; Social psychology; Psychiatry; Politics","score_opus":0.01272273590261218,"score_gpt":0.338710048452324,"score_spread":0.3259873125497118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297337558","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99401194,0.0006796933,0.0016218009,0.0006796852,0.000024572093,0.0012402423,0.000054730768,0.0000069988932,0.001680425],"genre_scores_gemma":[0.98690516,0.0009932345,0.0041192593,0.0016068976,0.000053508644,0.004327264,0.00006295024,0.000021928909,0.0019098029],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9594247,0.029228674,0.002309073,0.0024572008,0.0033460245,0.0032342449],"domain_scores_gemma":[0.9357911,0.052666675,0.0034676446,0.0017608597,0.004684051,0.0016296603],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.064991415,0.0010049528,0.0016192688,0.0037823226,0.007806868,0.007921856,0.0020055997,0.003200773,0.003523025],"category_scores_gemma":[0.06537598,0.0018527533,0.0010448298,0.0023580862,0.0057135494,0.006110551,0.0058883717,0.0026339754,0.0006771329],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004058536,0.002833111,0.020229662,0.00070534885,0.00006767927,0.00038985268,0.9503129,0.00007174801,0.0005658648,0.0012602061,0.00041640655,0.022741305],"study_design_scores_gemma":[0.00038676485,0.003772974,0.017394703,0.0008236246,0.0000972508,0.00037045561,0.9695069,0.00063335313,0.00053710886,0.001447659,0.004944277,0.000084959014],"about_ca_topic_score_codex":0.01124136,"about_ca_topic_score_gemma":0.02051288,"teacher_disagreement_score":0.9921931,"about_ca_system_score_codex":0.0042003226,"about_ca_system_score_gemma":0.010292998,"threshold_uncertainty_score":0.34371156},"labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high"}],"label_agreement":"split"},{"id":"W4297337629","doi":"10.17351/ests2022.1179","title":"Changing Debates and Shifting Landscapes in Science Studies: Exploring How Graduate Students with Varied Backgrounds Think About the Role of Value-Judgments in Science","year":2022,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institut National de la Recherche Scientifique; University of British Columbia","funders":"","keywords":"Value (mathematics); Conversation; Scholarship; Reading (process); Sociology; Science education; Nature of Science; Psychology; Social science; Pedagogy; Political science; Mathematics; Law","score_opus":0.10391726999722735,"score_gpt":0.39434440373948487,"score_spread":0.29042713374225754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297337629","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95733637,0.0013703565,0.0049462058,0.0145698665,0.00016856533,0.00007307742,0.000009906246,0.000033334858,0.021492338],"genre_scores_gemma":[0.99569607,0.00035316008,0.00091096247,0.0014563589,0.000038579437,0.00004286978,0.0000093733015,0.000028017424,0.0014646002],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.92833453,0.056668285,0.0013608444,0.0035896068,0.005388726,0.004657973],"domain_scores_gemma":[0.92311823,0.052857623,0.006119439,0.0030523443,0.003506639,0.011345713],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.053030193,0.0007280136,0.0010911089,0.004009716,0.02482121,0.032611746,0.0044001713,0.006735435,0.003346749],"category_scores_gemma":[0.065691546,0.0010572321,0.0009939773,0.0020898161,0.055536017,0.019232033,0.030597547,0.012650248,0.00046256458],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019632584,0.000059580456,0.003231821,0.000041963765,0.0000075946596,0.00022203976,0.98604673,0.000028959015,0.0004339898,0.0055861343,0.00027757566,0.0040439167],"study_design_scores_gemma":[0.000011986343,0.0000570131,0.002104887,0.00010600709,0.0000067327383,0.00015499748,0.97632164,0.00010634134,0.00021052113,0.008208157,0.012686457,0.000025280164],"about_ca_topic_score_codex":0.0040882793,"about_ca_topic_score_gemma":0.0063776635,"teacher_disagreement_score":0.9751788,"about_ca_system_score_codex":0.009429258,"about_ca_system_score_gemma":0.008826135,"threshold_uncertainty_score":0.2804538},"labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"agree"},{"id":"W4405019769","doi":"10.17351/ests2023.1927","title":"Provocations from the ‘STS as a Critical Pedagogy’ Workshop","year":2024,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":1,"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 Manitoba; York University","funders":"James Madison University; National Science Foundation","keywords":"Sociology; Critical pedagogy; Epistemology; Engineering ethics; Environmental ethics; Pedagogy; Philosophy; Engineering","score_opus":0.033331527212284225,"score_gpt":0.4040585954230914,"score_spread":0.3707270682108072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405019769","genre_codex":"empirical","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67893827,0.0013298658,0.041462343,0.08535055,0.012059673,0.0030963283,0.0008201269,0.0007495995,0.17619334],"genre_scores_gemma":[0.9565906,0.00069734984,0.00816044,0.0084010735,0.0016439095,0.002935227,0.00022646974,0.00068225473,0.020662729],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.94532764,0.0460016,0.00069539313,0.0018819913,0.0028554369,0.003237907],"domain_scores_gemma":[0.9067883,0.07506582,0.002098401,0.0040529636,0.004767963,0.007226492],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.03433027,0.0022143745,0.0010634866,0.0023016362,0.024807882,0.011175459,0.00404826,0.006936007,0.00758119],"category_scores_gemma":[0.08183448,0.0010553865,0.0014819631,0.0014523213,0.029367853,0.007945455,0.02610645,0.015811207,0.0016823579],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002308365,0.00027580938,0.00037721187,0.00028701557,0.0000117453355,0.0013756942,0.94076353,0.00023531257,0.0015756798,0.029630708,0.017922912,0.007313527],"study_design_scores_gemma":[0.000102104954,0.0002641263,0.00054630934,0.00037193063,0.000012453031,0.0003731309,0.77730876,0.00028237532,0.002021126,0.011735628,0.2069076,0.000074403324],"about_ca_topic_score_codex":0.0017544425,"about_ca_topic_score_gemma":0.0028938982,"teacher_disagreement_score":0.9751921,"about_ca_system_score_codex":0.0069941385,"about_ca_system_score_gemma":0.0063227625,"threshold_uncertainty_score":0.18155795},"labels":[],"label_agreement":null},{"id":"W4405020389","doi":"10.17351/ests2023.1491","title":"Feminist Theory Theater: Acts of Reading as Embodied Pedagogy","year":2024,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Posthumanist Ethics and Activism","field":"Social Sciences","cited_by":1,"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 Waterloo","funders":"University of California, San Diego","keywords":"Reading (process); Sociology; Embodied cognition; Contradiction; Aesthetics; Pedagogy; Epistemology; Law; Philosophy; Political science","score_opus":0.0231045307648096,"score_gpt":0.36699827006821106,"score_spread":0.34389373930340145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405020389","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12576523,0.0026170444,0.14680918,0.033052016,0.0017642422,0.00032670138,0.00033536283,0.00044528756,0.6888849],"genre_scores_gemma":[0.931408,0.0008282884,0.023261825,0.0018646518,0.00016337381,0.00040350424,0.00008056897,0.00031519742,0.04167463],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9872759,0.011032785,0.00010656584,0.00066601404,0.00061023847,0.0003085797],"domain_scores_gemma":[0.99138826,0.0066819917,0.00028761604,0.0010495525,0.0003342951,0.00025817953],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0072014616,0.000754603,0.00041592927,0.0010102792,0.0064701587,0.008144118,0.0014661303,0.002613028,0.014123863],"category_scores_gemma":[0.010899598,0.00032935204,0.00049945124,0.00075950514,0.037180085,0.008172253,0.0051859403,0.005008758,0.0018703741],"study_design_candidate":"qualitative","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":[0.00006327427,0.000074273994,0.0004472468,0.00016332373,0.0000070596666,0.00023710828,0.16678968,0.00056074985,0.001318932,0.8056234,0.006474708,0.018240178],"study_design_scores_gemma":[0.00006898211,0.0002187424,0.0007788021,0.00047520438,0.00001817467,0.00054549496,0.13296507,0.001977021,0.0057432246,0.25976333,0.5973881,0.000057950212],"about_ca_topic_score_codex":0.0019848137,"about_ca_topic_score_gemma":0.0029377243,"teacher_disagreement_score":0.99352986,"about_ca_system_score_codex":0.004850383,"about_ca_system_score_gemma":0.0023949326,"threshold_uncertainty_score":0.04724902},"labels":[],"label_agreement":null},{"id":"W4405020553","doi":"10.17351/ests2024.2987","title":"Storying Monocrop Infrastructure: A Conversation on Governance, Scale, and Failure","year":2024,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Corporate governance; Sociology; Scholarship; Oppression; Political ecology; Conversation; Environmental governance; Environmental ethics; Political science; Political economy; Social science; Politics; Economics; Management; Law","score_opus":0.004883979354828299,"score_gpt":0.19632064976918334,"score_spread":0.19143667041435505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405020553","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45632058,0.007079483,0.020159312,0.41652283,0.0019832503,0.00021426908,0.00021505334,0.00015522348,0.09735003],"genre_scores_gemma":[0.97724366,0.0021160946,0.0021158431,0.011472827,0.00039001563,0.00016869899,0.00003835278,0.00012199838,0.006332426],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98145753,0.0151815,0.00023146825,0.0007819217,0.0008612967,0.0014862334],"domain_scores_gemma":[0.9763074,0.01938309,0.00095958065,0.0006468162,0.0008440275,0.0018590267],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01572602,0.0013574687,0.001257834,0.0024472019,0.025616325,0.013068577,0.0030767121,0.0103726145,0.004172033],"category_scores_gemma":[0.024518736,0.0009812887,0.0006688193,0.0023788116,0.058171786,0.030087888,0.015419869,0.017246777,0.0005780642],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012743891,0.000011155028,0.00040364868,0.00003824252,0.000003388463,0.0007281058,0.95567626,0.00009199416,0.00020523198,0.037166253,0.003911298,0.0017516528],"study_design_scores_gemma":[0.000004691036,0.000022579743,0.00030917398,0.00014356083,0.0000035930364,0.00030300234,0.9097313,0.00025531417,0.00015473911,0.010875209,0.07817957,0.000017250999],"about_ca_topic_score_codex":0.01163255,"about_ca_topic_score_gemma":0.012472731,"teacher_disagreement_score":0.97438365,"about_ca_system_score_codex":0.010696578,"about_ca_system_score_gemma":0.0033737016,"threshold_uncertainty_score":0.08316809},"labels":[],"label_agreement":null},{"id":"W4408585123","doi":"10.17351/ests2023.2155","title":"Volatile Atmosphere: A Tkaronto Archive","year":2025,"lang":"en","type":"article","venue":"Engaging Science Technology and Society","topic":"Maritime and Coastal Archaeology","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":"Atmosphere (unit); Environmental science; History; Geography; Meteorology","score_opus":0.006395901760648179,"score_gpt":0.2197131213212487,"score_spread":0.2133172195606005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408585123","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045904014,0.04228859,0.0062061613,0.017352616,0.010175693,0.00016867675,0.09172802,0.0040024794,0.78217363],"genre_scores_gemma":[0.22998142,0.03186691,0.0043276087,0.0013348437,0.0021854106,0.00011912829,0.026551923,0.0037821634,0.69985056],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9993807,0.000056818764,0.0000337165,0.00006447651,0.0003616818,0.00010255301],"domain_scores_gemma":[0.9987192,0.00026184248,0.000117159165,0.00037612623,0.00028865758,0.00023703779],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00075758056,0.0005457345,0.00038371896,0.0039091697,0.0057396274,0.0073161367,0.0009292504,0.0008738613,0.10301235],"category_scores_gemma":[0.003027976,0.00040654247,0.00026586096,0.007533285,0.0032074586,0.0027152477,0.005697789,0.0014565269,0.018141624],"study_design_candidate":"qualitative","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":[0.00026454913,0.00003264947,0.0035342479,0.0016090851,0.000028783312,0.00222561,0.04954588,0.00061656104,0.004491011,0.09968619,0.6850699,0.15289554],"study_design_scores_gemma":[0.0000016850286,0.0000035691385,0.0016254184,0.00015031832,0.000002821919,0.00009883731,0.0017733519,0.00002991477,0.00024951345,0.00053853035,0.99551827,0.000007839269],"about_ca_topic_score_codex":0.20605306,"about_ca_topic_score_gemma":0.42511392,"teacher_disagreement_score":0.9942604,"about_ca_system_score_codex":0.011577423,"about_ca_system_score_gemma":0.008074184,"threshold_uncertainty_score":0.40970743},"labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":true,"confidence":"low"}],"label_agreement":"split"}]}