{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":20,"total_is_capped":false,"direct_labels_cover":9,"predictions_cover":20,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"1ba5d7129c4a","filters":{"venue":"Engaging Science Technology and Society"}},"results":[{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Sara Wylie","is_ca":false},{"name":"Nick Shapiro","is_ca":false},{"name":"Max Liboiron","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06759164080097939,"gpt":0.35983839599914,"spread":0.2922467551981606,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008996068,0.000474465,0.0003039849,0.001981573,0.007090497,0.01502802,0.000918373,0.003187998,0.03202235],"category_scores_gemma":[0.009609347,0.0002889038,0.0004281833,0.002697656,0.02055865,0.01134113,0.008475264,0.003833751,0.006057301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007525154,"about_ca_system_score_gemma":0.01050417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005112056,"about_ca_topic_score_gemma":0.01119447,"domain_scores_codex":[0.9939657,0.003814229,0.0001481374,0.0005200467,0.001046015,0.0005059622],"domain_scores_gemma":[0.9895644,0.005661196,0.000533496,0.001783522,0.0009625634,0.001494758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000452965,0.00006610468,0.002187606,0.0003709115,0.00001792532,0.0002197163,0.03838786,0.0007179675,0.002029957,0.6964982,0.09155381,0.1679046],"study_design_scores_gemma":[0.000009464972,0.00002939953,0.001924547,0.0004904174,0.000009166271,0.0001003736,0.03431247,0.0008400726,0.001556153,0.2033459,0.7573594,0.00002258491],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03925914,0.005638156,0.04535569,0.154495,0.003243275,0.0001709647,0.000205643,0.0003892595,0.7512428],"genre_scores_gemma":[0.7472679,0.01060256,0.03027654,0.01431346,0.001117955,0.0002482661,0.0002574866,0.0006978909,0.195218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9929095,"threshold_uncertainty_score":0.1071255,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Chloe Ahmann","is_ca":false},{"name":"Alison Kenner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03474229531835984,"gpt":0.3093706367036433,"spread":0.2746283413852835,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001363246,0.0005806037,0.0002244887,0.0008282437,0.006436761,0.01040287,0.0006667929,0.004674258,0.04590116],"category_scores_gemma":[0.00254638,0.0002271993,0.0002666537,0.001095771,0.01148651,0.008467541,0.003772043,0.00421883,0.01447254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005185874,"about_ca_system_score_gemma":0.002259495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01497962,"about_ca_topic_score_gemma":0.03294257,"domain_scores_codex":[0.9988335,0.0004799095,0.00003192274,0.0001626983,0.0003013731,0.0001906362],"domain_scores_gemma":[0.9989029,0.0002464041,0.000128694,0.0001796253,0.00024599,0.0002962543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004390393,0.0000276372,0.001516954,0.0001296255,0.000005747443,0.0002614166,0.03405727,0.00007026964,0.000954437,0.4196803,0.4848872,0.05836524],"study_design_scores_gemma":[0.000002366006,0.000009216963,0.001569,0.0001434005,0.000001494812,0.0001635422,0.01344569,0.00009771482,0.0003690498,0.02550476,0.9586792,0.00001458955],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01720892,0.006629386,0.00908874,0.1463704,0.005271519,0.00008214603,0.0006702924,0.0005539278,0.8141247],"genre_scores_gemma":[0.4037486,0.004347146,0.006221193,0.03078804,0.001292727,0.000167586,0.0004889499,0.001737558,0.5512083],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9935632,"threshold_uncertainty_score":0.1535546,"prediction_status":"machine_predicted_unvalidated"},"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":"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Max Liboiron","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5351337359155328,"gpt":0.6988358515948896,"spread":0.1637021156793568,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.2657514,0.0009874946,0.004730605,0.004200656,0.0285915,0.03172677,0.005515281,0.02270363,0.01134507],"category_scores_gemma":[0.2731316,0.002038881,0.002182194,0.002657465,0.1946277,0.05578944,0.03868617,0.0316804,0.003069973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01332242,"about_ca_system_score_gemma":0.03917954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002199558,"about_ca_topic_score_gemma":0.001967554,"domain_scores_codex":[0.6349396,0.2790533,0.01359606,0.02899107,0.03062346,0.01279661],"domain_scores_gemma":[0.585049,0.3081165,0.02542378,0.04556529,0.01562486,0.02022058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003854866,0.0001332087,0.0005454507,0.0002731504,0.00003481811,0.000111816,0.01730837,0.0002046134,0.0001104154,0.9690801,0.003045625,0.009113884],"study_design_scores_gemma":[0.00006533899,0.00006309356,0.0003129701,0.0005195625,0.00001424332,0.00008488191,0.008049228,0.0001826467,0.0001403318,0.9630939,0.02744699,0.00002676267],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02393852,0.008006589,0.1200855,0.6943958,0.00292261,0.00131602,0.0001539289,0.0003054713,0.1488756],"genre_scores_gemma":[0.8477148,0.003718308,0.07843249,0.0552029,0.001875182,0.00689534,0.0001801703,0.0002426721,0.005738015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9714085,"threshold_uncertainty_score":0.9054592,"prediction_status":"machine_predicted_unvalidated"},"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":"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Max Liboiron","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02275434889492185,"gpt":0.3107379799611448,"spread":0.287983631066223,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003912907,0.0006854969,0.0004533609,0.001376432,0.0204518,0.007090417,0.001186348,0.008214661,0.00956761],"category_scores_gemma":[0.006366269,0.0006560323,0.000697945,0.0008413077,0.02390004,0.006695734,0.008702346,0.005089005,0.00162126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004012154,"about_ca_system_score_gemma":0.002297417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00796378,"about_ca_topic_score_gemma":0.01044403,"domain_scores_codex":[0.9942826,0.003257356,0.0001349198,0.0005862788,0.0006045147,0.001134399],"domain_scores_gemma":[0.9978333,0.0009473129,0.0003253787,0.0002333463,0.000195634,0.0004650441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000843073,0.00005615906,0.003352955,0.00007723925,0.00001238602,0.02199388,0.3355829,0.0002996429,0.00101111,0.6140763,0.008828928,0.01462427],"study_design_scores_gemma":[0.00002351073,0.0001857979,0.001842108,0.0007284613,0.00004075643,0.02792166,0.3315702,0.001331574,0.002163941,0.1184128,0.5156687,0.0001105378],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.472728,0.0018863,0.02035112,0.04295968,0.0005246054,0.0001158413,0.0000766706,0.0001725944,0.4611852],"genre_scores_gemma":[0.9608634,0.0006792056,0.002365877,0.002845763,0.00005469599,0.00005874378,0.00001676182,0.0000832267,0.03303238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9795482,"threshold_uncertainty_score":0.03200686,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Alex Zahara","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005394266099996201,"gpt":0.2097351442735185,"spread":0.2043408781735223,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001835998,0.0002698342,0.0002020421,0.00077279,0.01298165,0.007641871,0.001668388,0.002080127,0.002323504],"category_scores_gemma":[0.001767942,0.0001959703,0.0002234053,0.00104858,0.007682542,0.003344374,0.003150931,0.003540358,0.0002373549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01295816,"about_ca_system_score_gemma":0.01467688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3701698,"about_ca_topic_score_gemma":0.8145103,"domain_scores_codex":[0.9990121,0.0003351452,0.00002175683,0.00006110822,0.0001618368,0.0004080003],"domain_scores_gemma":[0.9990436,0.0001160141,0.00009323919,0.00003641781,0.0001544931,0.0005561681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002851073,0.0007384612,0.07132223,0.0004978195,0.0001085862,0.003176519,0.3244608,0.002517422,0.002960214,0.07730579,0.1182618,0.3983652],"study_design_scores_gemma":[0.00002092055,0.0002754619,0.03521492,0.0006161707,0.00004949008,0.0005976612,0.6605916,0.001122324,0.000603558,0.01182647,0.2890038,0.00007765141],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6689989,0.035273,0.005547983,0.1453116,0.001762005,0.0001559357,0.000117578,0.0001246432,0.1427083],"genre_scores_gemma":[0.964967,0.01112423,0.002759219,0.009126483,0.0002077595,0.00003625859,0.00005329602,0.00003674118,0.011689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9870183,"threshold_uncertainty_score":0.7360302,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Steve Hoffman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1648328257071301,"gpt":0.4301443177722765,"spread":0.2653114920651464,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.03094576,0.0004062772,0.0004916686,0.001953114,0.01398974,0.0224258,0.001293108,0.008296662,0.006189123],"category_scores_gemma":[0.05580974,0.0005976355,0.0005049399,0.001524074,0.07547998,0.01961527,0.01360676,0.01445562,0.001265227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0074796,"about_ca_system_score_gemma":0.01128287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003435922,"about_ca_topic_score_gemma":0.002457408,"domain_scores_codex":[0.9717438,0.01906408,0.000964719,0.001776809,0.003614588,0.002836038],"domain_scores_gemma":[0.9501029,0.03171973,0.003313778,0.004946657,0.004658686,0.005258226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001697497,0.00001178708,0.0004476697,0.00002144492,0.000002837057,0.0001343377,0.05148926,0.00007587498,0.0002002526,0.9405857,0.002480098,0.004533711],"study_design_scores_gemma":[0.00001476837,0.00003108397,0.0008427059,0.0001905757,0.000008716064,0.000267341,0.05629484,0.0005313891,0.0005766079,0.7378815,0.2033228,0.00003758579],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1117917,0.003147039,0.03610935,0.2742139,0.002598174,0.00009713968,0.00009285918,0.0002094431,0.5717404],"genre_scores_gemma":[0.9834694,0.0004393217,0.001658936,0.004286974,0.0004521129,0.00005009392,0.00002085477,0.00005725277,0.009565162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9860103,"threshold_uncertainty_score":0.1636588,"prediction_status":"machine_predicted_unvalidated"},"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":"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Robyn d’Avignon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01520778291231151,"gpt":0.2407736575098815,"spread":0.22556587459757,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001618192,0.0003798449,0.000215461,0.001695285,0.01376344,0.005019752,0.0006676332,0.001238752,0.005096464],"category_scores_gemma":[0.001914705,0.0003212555,0.0001007103,0.003700514,0.01096576,0.003201237,0.008191066,0.001171377,0.0002680994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007702638,"about_ca_system_score_gemma":0.006858059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1465618,"about_ca_topic_score_gemma":0.3509047,"domain_scores_codex":[0.9987761,0.0005110305,0.00002879576,0.00007880732,0.0001044252,0.0005007954],"domain_scores_gemma":[0.9992309,0.0003014157,0.0001421006,0.00004006931,0.00007365167,0.0002118899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001604343,0.00003510093,0.03152446,0.0002295794,0.00002988455,0.00646338,0.7198152,0.0004177442,0.002605783,0.1539077,0.006669265,0.07814165],"study_design_scores_gemma":[0.000005592822,0.00006546124,0.07457454,0.0004100967,0.000009801975,0.001032974,0.6729555,0.0001277303,0.0004265997,0.007489657,0.2428546,0.00004753677],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8906895,0.007611037,0.0003768793,0.01387059,0.00008759795,0.00003413812,0.0001202235,0.000009851357,0.08720012],"genre_scores_gemma":[0.98914,0.003141673,0.0001245907,0.0004893514,0.00001218469,0.00002533842,0.00002456113,0.000009450719,0.007032746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9862366,"threshold_uncertainty_score":0.2914173,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Daniel G. Cumming","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006530717776338318,"gpt":0.2138418174571794,"spread":0.207311099680841,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004497977,0.0001562989,0.0001448236,0.001642065,0.004866609,0.001723855,0.0004176937,0.0002276395,0.002379384],"category_scores_gemma":[0.00127217,0.0001365096,0.00005982599,0.002119354,0.002564018,0.001185647,0.001388933,0.000600353,0.0002520221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004807557,"about_ca_system_score_gemma":0.002131843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4594483,"about_ca_topic_score_gemma":0.7824844,"domain_scores_codex":[0.9997777,0.0000771085,0.000005495678,0.00002864236,0.00005070991,0.000060394],"domain_scores_gemma":[0.9997409,0.00005382478,0.00005860303,0.00001049973,0.00008490177,0.00005128723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007803968,0.0001420028,0.2251843,0.00009801465,0.00002717248,0.000571115,0.5942028,0.0002022429,0.0004740472,0.02487163,0.03565161,0.1184971],"study_design_scores_gemma":[0.0000057323,0.0000373181,0.2748303,0.0002396269,0.00001947136,0.0001272606,0.541675,0.0002334275,0.0004695667,0.002119869,0.180223,0.00001950336],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377342,0.002325697,0.000255331,0.005229021,0.00004394526,0.00001646153,0.0002617399,0.00001301393,0.0541206],"genre_scores_gemma":[0.9864551,0.001452447,0.0002298915,0.0002570154,0.00002452826,0.00002041684,0.0001528737,0.00001079551,0.01139693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9951334,"threshold_uncertainty_score":0.9135481,"prediction_status":"machine_predicted_unvalidated"},"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":"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Anne Pasek","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03810997145570978,"gpt":0.3615085870135544,"spread":0.3233986155578447,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.05112207,0.0006552059,0.001133822,0.00380167,0.01646701,0.03097144,0.00348139,0.007966788,0.008186856],"category_scores_gemma":[0.03267195,0.0004823313,0.0009201155,0.002417518,0.0466265,0.05397653,0.02573946,0.01175504,0.002848438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009328234,"about_ca_system_score_gemma":0.03265974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001304538,"about_ca_topic_score_gemma":0.002582055,"domain_scores_codex":[0.9721985,0.01781117,0.0009421193,0.002114076,0.004532131,0.002402012],"domain_scores_gemma":[0.9496863,0.02450881,0.003084127,0.007814446,0.004568593,0.01033763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003975646,0.0001826362,0.0009551983,0.0003426078,0.00002032221,0.0002154901,0.02726111,0.0003530599,0.000811549,0.9051477,0.009390702,0.05527994],"study_design_scores_gemma":[0.00002062815,0.0000847558,0.0007864553,0.0004134842,0.00001137454,0.000108914,0.02386521,0.0002090064,0.0006426,0.7027295,0.2710921,0.00003604248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0963457,0.01715913,0.04776645,0.5204064,0.005072298,0.0002218831,0.00009461828,0.0006095218,0.312324],"genre_scores_gemma":[0.8410637,0.01219114,0.05697067,0.05111716,0.003613173,0.0004657469,0.0001374545,0.0003113107,0.03412968],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.983533,"threshold_uncertainty_score":0.2703626,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Guillaume Dandurand","is_ca":true},{"name":"François Claveau","is_ca":true},{"name":"Jean‐François Dubé","is_ca":true},{"name":"Florence Millerand","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05975473557389118,"gpt":0.4263929054313248,"spread":0.3666381698574336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01305261,0.0003548025,0.0003702535,0.002165909,0.007817471,0.01086685,0.001182017,0.003839812,0.004040322],"category_scores_gemma":[0.03230943,0.0003505061,0.0003550398,0.001073607,0.03407891,0.01256969,0.009077305,0.003521643,0.0003123209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00565316,"about_ca_system_score_gemma":0.003186674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002792196,"about_ca_topic_score_gemma":0.001386885,"domain_scores_codex":[0.986136,0.01028766,0.0003053451,0.0008384408,0.001502435,0.0009301348],"domain_scores_gemma":[0.9660097,0.02500049,0.003527252,0.001169246,0.00168179,0.002611495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007870187,0.00007506884,0.007259575,0.00008022221,0.00002064502,0.0005905979,0.3081572,0.001759185,0.0009293085,0.6709149,0.001253773,0.008880786],"study_design_scores_gemma":[0.00004367538,0.0001009538,0.007104467,0.0002241263,0.00001948194,0.0004635447,0.3003981,0.007478125,0.0006790044,0.6459534,0.03743822,0.00009696621],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6935598,0.0007180551,0.04927603,0.04236729,0.0001479209,0.0000702871,0.00004815873,0.00005583314,0.2137566],"genre_scores_gemma":[0.998833,0.00005225428,0.0004628411,0.0001471719,0.00001267446,0.00001360776,0.000003951149,0.000006115967,0.0004684579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9921826,"threshold_uncertainty_score":0.06902963,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Reading (process); Sociology; Psychoanalysis; Criminology; Epistemology; Law; Aesthetics; Political science; Psychology; Philosophy","authors":[{"name":"Michelle Murphy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.021919828134624,"gpt":0.2381771283683266,"spread":0.2162573002337025,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01686185,0.0005917755,0.0004855313,0.001193711,0.01258371,0.01038137,0.002366915,0.01009628,0.006102318],"category_scores_gemma":[0.06176699,0.0003199485,0.0004328664,0.0006556132,0.05264476,0.01092139,0.007748703,0.01693919,0.001745423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003400832,"about_ca_system_score_gemma":0.003574287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002435047,"about_ca_topic_score_gemma":0.004253468,"domain_scores_codex":[0.9774933,0.01507566,0.0004475168,0.001778496,0.004016041,0.001189044],"domain_scores_gemma":[0.97273,0.01769231,0.001691477,0.002671515,0.004111259,0.001103352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003117554,0.00001643357,0.0003765587,0.0000756501,0.00000928432,0.0006144166,0.1055044,0.00008277062,0.0005039177,0.8462285,0.03749835,0.009058558],"study_design_scores_gemma":[0.00001289364,0.00002711304,0.0002759282,0.0002816143,0.00001246563,0.0006348915,0.0580975,0.0004186867,0.001328161,0.4132046,0.5256817,0.00002457027],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05510332,0.004075517,0.0323658,0.3469587,0.008846342,0.00008084656,0.00004051311,0.0003855782,0.5521435],"genre_scores_gemma":[0.8822415,0.0009019568,0.003574068,0.04504291,0.002040583,0.00008087413,0.00002470132,0.0003201432,0.06577338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9874163,"threshold_uncertainty_score":0.08917511,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Matthew Sample","is_ca":true},{"name":"Wren Boehlen","is_ca":true},{"name":"Sebastian Sattler","is_ca":true},{"name":"Stefanie Blain‐Moraes","is_ca":true},{"name":"Éric Racine","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01272273590261218,"gpt":0.338710048452324,"spread":0.3259873125497118,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.06499141,0.001004953,0.001619269,0.003782323,0.007806868,0.007921856,0.0020056,0.003200773,0.003523025],"category_scores_gemma":[0.06537598,0.001852753,0.00104483,0.002358086,0.005713549,0.006110551,0.005888372,0.002633975,0.0006771329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004200323,"about_ca_system_score_gemma":0.010293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01124136,"about_ca_topic_score_gemma":0.02051288,"domain_scores_codex":[0.9594247,0.02922867,0.002309073,0.002457201,0.003346025,0.003234245],"domain_scores_gemma":[0.9357911,0.05266668,0.003467645,0.00176086,0.004684051,0.00162966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004058536,0.002833111,0.02022966,0.0007053489,0.00006767927,0.0003898527,0.9503129,0.00007174801,0.0005658648,0.001260206,0.0004164065,0.0227413],"study_design_scores_gemma":[0.0003867648,0.003772974,0.0173947,0.0008236246,0.0000972508,0.0003704556,0.9695069,0.0006333531,0.0005371089,0.001447659,0.004944277,0.00008495901],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940119,0.0006796933,0.001621801,0.0006796852,0.00002457209,0.001240242,0.00005473077,0.000006998893,0.001680425],"genre_scores_gemma":[0.9869052,0.0009932345,0.004119259,0.001606898,0.00005350864,0.004327264,0.00006295024,0.00002192891,0.001909803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9921931,"threshold_uncertainty_score":0.3437116,"prediction_status":"machine_predicted_unvalidated"},"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":"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Chris Tirrell","is_ca":false},{"name":"Laura Senier","is_ca":false},{"name":"Sara Wylie","is_ca":false},{"name":"Cole Alder","is_ca":false},{"name":"Grace Poudrier","is_ca":false},{"name":"Jesse DiValli","is_ca":false},{"name":"Marcy Beck","is_ca":false},{"name":"Eric Nost","is_ca":true},{"name":"Rob Brackett","is_ca":false},{"name":"Gretchen E. Gehrke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2201229905282788,"gpt":0.4333201427701782,"spread":0.2131971522418994,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005554442,0.000784158,0.0004799098,0.0008710134,0.007002987,0.007377727,0.002761022,0.003513391,0.009427665],"category_scores_gemma":[0.008106062,0.0006573604,0.0005085456,0.0006373373,0.005275934,0.007275802,0.00833092,0.009163438,0.004069571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002566436,"about_ca_system_score_gemma":0.01028382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002514211,"about_ca_topic_score_gemma":0.007321978,"domain_scores_codex":[0.9968972,0.001401957,0.00009404145,0.0003258519,0.0003558282,0.0009251767],"domain_scores_gemma":[0.9925212,0.001357072,0.0004252715,0.000369929,0.0007740122,0.004552497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002482151,0.02014001,0.02701117,0.0007238447,0.00002564625,0.001143363,0.4282923,0.001033606,0.007785738,0.01962161,0.1823142,0.3116603],"study_design_scores_gemma":[0.0001706351,0.001948424,0.01876744,0.001296021,0.0000661571,0.000783467,0.4586316,0.003570024,0.006911637,0.06822002,0.4394978,0.0001368135],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7824499,0.001168952,0.01323242,0.103732,0.001407515,0.0009321034,0.0001224228,0.000960196,0.09599449],"genre_scores_gemma":[0.9022964,0.002183335,0.03286658,0.02153849,0.0002892217,0.000955618,0.0002646458,0.0002117269,0.03939396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.992997,"threshold_uncertainty_score":0.03153867,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Sophie Chao","is_ca":true},{"name":"Kregg Hetherington","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004883979354828299,"gpt":0.1963206497691833,"spread":0.1914366704143551,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01572602,0.001357469,0.001257834,0.002447202,0.02561633,0.01306858,0.003076712,0.01037261,0.004172033],"category_scores_gemma":[0.02451874,0.0009812887,0.0006688193,0.002378812,0.05817179,0.03008789,0.01541987,0.01724678,0.0005780642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01069658,"about_ca_system_score_gemma":0.003373702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01163255,"about_ca_topic_score_gemma":0.01247273,"domain_scores_codex":[0.9814575,0.0151815,0.0002314682,0.0007819217,0.0008612967,0.001486233],"domain_scores_gemma":[0.9763074,0.01938309,0.0009595806,0.0006468162,0.0008440275,0.001859027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001274389,0.00001115503,0.0004036487,0.00003824252,0.000003388463,0.0007281058,0.9556763,0.00009199416,0.000205232,0.03716625,0.003911298,0.001751653],"study_design_scores_gemma":[0.000004691036,0.00002257974,0.000309174,0.0001435608,0.000003593036,0.0003030023,0.9097313,0.0002553142,0.0001547391,0.01087521,0.07817957,0.000017251],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4563206,0.007079483,0.02015931,0.4165228,0.00198325,0.0002142691,0.0002150533,0.0001552235,0.09735003],"genre_scores_gemma":[0.9772437,0.002116095,0.002115843,0.01147283,0.0003900156,0.000168699,0.00003835278,0.0001219984,0.006332426],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9743837,"threshold_uncertainty_score":0.08316809,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Aishwarya Ramachandran","is_ca":true},{"name":"Jerry Achar","is_ca":true},{"name":"Georgia Green","is_ca":true},{"name":"Brynley Hanson-Wright","is_ca":true},{"name":"Sophia Leiter","is_ca":true},{"name":"Gunilla Öberg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1039172699972273,"gpt":0.3943444037394849,"spread":0.2904271337422575,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.05303019,0.0007280136,0.001091109,0.004009716,0.02482121,0.03261175,0.004400171,0.006735435,0.003346749],"category_scores_gemma":[0.06569155,0.001057232,0.0009939773,0.002089816,0.05553602,0.01923203,0.03059755,0.01265025,0.0004625646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009429258,"about_ca_system_score_gemma":0.008826135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004088279,"about_ca_topic_score_gemma":0.006377663,"domain_scores_codex":[0.9283345,0.05666829,0.001360844,0.003589607,0.005388726,0.004657973],"domain_scores_gemma":[0.9231182,0.05285762,0.006119439,0.003052344,0.003506639,0.01134571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001963258,0.00005958046,0.003231821,0.00004196377,0.00000759466,0.0002220398,0.9860467,0.00002895902,0.0004339898,0.005586134,0.0002775757,0.004043917],"study_design_scores_gemma":[0.00001198634,0.0000570131,0.002104887,0.0001060071,0.000006732738,0.0001549975,0.9763216,0.0001063413,0.0002105211,0.008208157,0.01268646,0.00002528016],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9573364,0.001370357,0.004946206,0.01456987,0.0001685653,0.00007307742,0.000009906246,0.00003333486,0.02149234],"genre_scores_gemma":[0.9956961,0.0003531601,0.0009109625,0.001456359,0.00003857944,0.00004286978,0.000009373302,0.00002801742,0.0014646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9751788,"threshold_uncertainty_score":0.2804538,"prediction_status":"machine_predicted_unvalidated"},"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":"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"","keywords":"Obsolescence; Futures contract; Intervention (counseling); Aesthetics; Psychology; History; Political science; Business; Medicine; Marketing; Art; Nursing","authors":[{"name":"Kirsten Ellison","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02720151850744508,"gpt":0.3025928863498251,"spread":0.27539136784238,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01061522,0.000589604,0.0003886998,0.001011372,0.009325361,0.00722882,0.001648566,0.003680939,0.008794417],"category_scores_gemma":[0.01738959,0.0002948258,0.0003844878,0.0005646892,0.02380922,0.01135532,0.01135346,0.006563055,0.001599608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003175136,"about_ca_system_score_gemma":0.003988497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001715179,"about_ca_topic_score_gemma":0.002910473,"domain_scores_codex":[0.9928333,0.005311938,0.0001133039,0.0004557056,0.0005923496,0.000693456],"domain_scores_gemma":[0.9900653,0.006160757,0.0009405766,0.0008095104,0.0007109442,0.001312845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001608596,0.0006761312,0.003073534,0.0004356101,0.00002137193,0.0006799417,0.481411,0.0001309794,0.001435942,0.3264453,0.03234615,0.1531831],"study_design_scores_gemma":[0.00007711852,0.0004172751,0.003292073,0.001718792,0.00005301987,0.0008514262,0.3273175,0.0004441099,0.002312272,0.1866851,0.4767652,0.00006614609],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3529607,0.01710359,0.03197666,0.2637782,0.004585168,0.0001939822,0.00006924586,0.0005862291,0.3287463],"genre_scores_gemma":[0.936263,0.005529116,0.007661677,0.02398699,0.0006052059,0.0002358263,0.00003187513,0.000226881,0.02545946],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9906746,"threshold_uncertainty_score":0.05613929,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Shannon N. Conley","is_ca":false},{"name":"Emily York","is_ca":false},{"name":"Eleanor S. Armstrong","is_ca":false},{"name":"Marisa Brandt","is_ca":false},{"name":"Anita Chan","is_ca":false},{"name":"Martín Pérez Comisso","is_ca":false},{"name":"Shelby B. Dietz","is_ca":false},{"name":"Rachel Douglas‐Jones","is_ca":false},{"name":"Max Etka","is_ca":false},{"name":"Courtney Forberg","is_ca":false},{"name":"Anna Geltzer","is_ca":false},{"name":"Monamie Bhadra Haines","is_ca":false},{"name":"Nolan Harrington","is_ca":false},{"name":"Matthew Harsh","is_ca":false},{"name":"Alexa Houck","is_ca":false},{"name":"Eric B. Kennedy","is_ca":true},{"name":"Alison Kenner","is_ca":false},{"name":"Crystal Lee","is_ca":false},{"name":"James W. Malazita","is_ca":false},{"name":"Nicole Mogul","is_ca":false},{"name":"Sharlissa Moore","is_ca":false},{"name":"Cora Olson","is_ca":false},{"name":"Elizabeth Reddy","is_ca":false},{"name":"Kathleen L. Sheppard","is_ca":false},{"name":"Ashley Shew","is_ca":false},{"name":"Ranjit Singh","is_ca":false},{"name":"Sam Smiley","is_ca":false},{"name":"Lindsay Smith","is_ca":false},{"name":"Ellan F. Spero","is_ca":false},{"name":"David Tomblin","is_ca":false},{"name":"Raquel Velho","is_ca":false},{"name":"Andrew C. Webb","is_ca":false},{"name":"Aubrey Wigner","is_ca":false},{"name":"Damien Williams","is_ca":false},{"name":"Matthew Wisnioski","is_ca":false},{"name":"Hong-An Wu","is_ca":false},{"name":"Kari Zacharias","is_ca":true},{"name":"Malte Ziewitz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03333152721228422,"gpt":0.4040585954230914,"spread":0.3707270682108072,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.03433027,0.002214374,0.001063487,0.002301636,0.02480788,0.01117546,0.00404826,0.006936007,0.00758119],"category_scores_gemma":[0.08183448,0.001055386,0.001481963,0.001452321,0.02936785,0.007945455,0.02610645,0.01581121,0.001682358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006994138,"about_ca_system_score_gemma":0.006322762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001754442,"about_ca_topic_score_gemma":0.002893898,"domain_scores_codex":[0.9453276,0.0460016,0.0006953931,0.001881991,0.002855437,0.003237907],"domain_scores_gemma":[0.9067883,0.07506582,0.002098401,0.004052964,0.004767963,0.007226492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002308365,0.0002758094,0.0003772119,0.0002870156,0.00001174534,0.001375694,0.9407635,0.0002353126,0.00157568,0.02963071,0.01792291,0.007313527],"study_design_scores_gemma":[0.000102105,0.0002641263,0.0005463093,0.0003719306,0.00001245303,0.0003731309,0.7773088,0.0002823753,0.002021126,0.01173563,0.2069076,0.00007440332],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6789383,0.001329866,0.04146234,0.08535055,0.01205967,0.003096328,0.0008201269,0.0007495995,0.1761933],"genre_scores_gemma":[0.9565906,0.0006973498,0.00816044,0.008401074,0.001643909,0.002935227,0.0002264697,0.0006822547,0.02066273],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9751921,"threshold_uncertainty_score":0.181558,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Christina Aushana","is_ca":false},{"name":"Michael Berman","is_ca":false},{"name":"Yelena Gluzman","is_ca":false},{"name":"Sarah Klein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0231045307648096,"gpt":0.3669982700682111,"spread":0.3438937393034014,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007201462,0.000754603,0.0004159293,0.001010279,0.006470159,0.008144118,0.00146613,0.002613028,0.01412386],"category_scores_gemma":[0.0108996,0.000329352,0.0004994512,0.0007595051,0.03718008,0.008172253,0.00518594,0.005008758,0.001870374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004850383,"about_ca_system_score_gemma":0.002394933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001984814,"about_ca_topic_score_gemma":0.002937724,"domain_scores_codex":[0.9872759,0.01103279,0.0001065658,0.000666014,0.0006102385,0.0003085797],"domain_scores_gemma":[0.9913883,0.006681992,0.000287616,0.001049552,0.0003342951,0.0002581795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006327427,0.00007427399,0.0004472468,0.0001633237,0.000007059667,0.0002371083,0.1667897,0.0005607498,0.001318932,0.8056234,0.006474708,0.01824018],"study_design_scores_gemma":[0.00006898211,0.0002187424,0.0007788021,0.0004752044,0.00001817467,0.000545495,0.1329651,0.001977021,0.005743225,0.2597633,0.5973881,0.00005795021],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1257652,0.002617044,0.1468092,0.03305202,0.001764242,0.0003267014,0.0003353628,0.0004452876,0.6888849],"genre_scores_gemma":[0.931408,0.0008282884,0.02326182,0.001864652,0.0001633738,0.0004035042,0.00008056897,0.0003151974,0.04167463],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9935299,"threshold_uncertainty_score":0.04724902,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Lisa Alaimo","is_ca":true},{"name":"Lori Chambers","is_ca":true},{"name":"Antony J. Puddephatt","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01227084992878113,"gpt":0.3009806745473202,"spread":0.2887098246185391,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00359029,0.0008447305,0.0004398456,0.003126205,0.01925326,0.02143317,0.001545355,0.003209458,0.007412828],"category_scores_gemma":[0.01167546,0.0005590008,0.0004040527,0.001408746,0.02366495,0.008178769,0.009086871,0.003850671,0.001489564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008518908,"about_ca_system_score_gemma":0.003306157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04143766,"about_ca_topic_score_gemma":0.05669575,"domain_scores_codex":[0.9961307,0.002137138,0.00006147913,0.000484607,0.0006266315,0.0005593808],"domain_scores_gemma":[0.9953442,0.001813062,0.0005599622,0.0006271534,0.0007057794,0.0009498504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003491871,0.000009422625,0.001316598,0.00003606148,0.000006881293,0.0006659098,0.9399754,0.00005857991,0.0004156548,0.04570064,0.006466215,0.005313748],"study_design_scores_gemma":[0.000009313212,0.00003382149,0.002492097,0.0002931298,0.00002084288,0.001194504,0.6518437,0.0003415621,0.000560911,0.009019933,0.3341078,0.00008240987],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4098623,0.004365857,0.004130988,0.0236049,0.000789427,0.00005276194,0.0001267336,0.000191341,0.5568756],"genre_scores_gemma":[0.9585227,0.0007628729,0.0007753107,0.000895307,0.0001037022,0.00002813929,0.0000439011,0.0002373529,0.03863079],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9807467,"threshold_uncertainty_score":0.08239293,"prediction_status":"machine_predicted_unvalidated"},"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":"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Atmosphere (unit); Environmental science; History; Geography; Meteorology","authors":[{"name":"Sophia Jaworski","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006395901760648179,"gpt":0.2197131213212487,"spread":0.2133172195606005,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007575806,0.0005457345,0.000383719,0.00390917,0.005739627,0.007316137,0.0009292504,0.0008738613,0.1030124],"category_scores_gemma":[0.003027976,0.0004065425,0.000265861,0.007533285,0.003207459,0.002715248,0.005697789,0.001456527,0.01814162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01157742,"about_ca_system_score_gemma":0.008074184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2060531,"about_ca_topic_score_gemma":0.4251139,"domain_scores_codex":[0.9993807,0.00005681876,0.0000337165,0.00006447651,0.0003616818,0.000102553],"domain_scores_gemma":[0.9987192,0.0002618425,0.0001171592,0.0003761262,0.0002886576,0.0002370378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002645491,0.00003264947,0.003534248,0.001609085,0.00002878331,0.00222561,0.04954588,0.000616561,0.004491011,0.09968619,0.6850699,0.1528955],"study_design_scores_gemma":[0.000001685029,0.000003569138,0.001625418,0.0001503183,0.000002821919,0.00009883731,0.001773352,0.00002991477,0.0002495135,0.0005385304,0.9955183,0.000007839269],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04590401,0.04228859,0.006206161,0.01735262,0.01017569,0.0001686768,0.09172802,0.004002479,0.7821736],"genre_scores_gemma":[0.2299814,0.03186691,0.004327609,0.001334844,0.002185411,0.0001191283,0.02655192,0.003782163,0.6998506],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9942604,"threshold_uncertainty_score":0.4097074,"prediction_status":"machine_predicted_unvalidated"},"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"}]}