{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":26,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":26,"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"},"query_hash":"4fd94d3181a3","filters":{"venue":"Discourse Studies"}},"results":[{"id":"W2137640092","doi":"10.1177/1461445606061881","title":"Rhetorical Structure Theory: looking back and moving ahead","year":2006,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":454,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Rhetorical question; Psycholinguistics; Linguistics; Applied linguistics; Computational linguistics; Theoretical linguistics; Epistemology; Reliability (semiconductor); Sociology; Cognitive linguistics; Discourse analysis; Computer science; Cognitive science; Psychology; Cognition; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.02384623515356431,"gpt":0.3394994545847498,"spread":0.3156532194311855,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001387159,0.00016076,0.0002295974,0.00005164889,0.0001735499,0.00002899837,0.00006306352,0.00006454572,0.0004589013],"category_scores_gemma":[0.00003519381,0.0001167186,0.0000505946,0.00009163228,0.0002049522,0.00007367259,0.00005375484,0.0001300896,0.0000680368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001965112,"about_ca_system_score_gemma":0.000006184528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006876201,"about_ca_topic_score_gemma":0.0001066758,"domain_scores_codex":[0.9990733,0.0001121607,0.0001525251,0.0002815277,0.0001211778,0.0002593296],"domain_scores_gemma":[0.9995866,0.0001169939,0.00006034782,0.0001600792,0.00004601828,0.00002999453],"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":[0.000281003,0.0003413826,0.04523388,0.0001542518,0.00147979,0.0002297317,0.04613534,0.000008037777,0.002190107,0.7676915,0.03841357,0.0978414],"study_design_scores_gemma":[0.003871056,0.0003136005,0.2864284,0.0002553505,0.001003956,0.0001608532,0.2771658,0.00001889622,0.001280049,0.4158984,0.01212467,0.001478978],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9325958,0.01927233,0.000285426,0.0003419702,0.0009081482,0.0001414665,0.00003059852,0.00005680569,0.04636746],"genre_scores_gemma":[0.9941367,0.00006545545,0.0001044589,0.000150669,0.0006579267,0.00001314634,0.00001416316,0.00001812604,0.004839388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3517931,"threshold_uncertainty_score":0.5024648,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2143432970","doi":"10.1177/1461445606064836","title":"Applications of Rhetorical Structure Theory","year":2006,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":247,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Complement (music); Rhetorical question; Psycholinguistics; Linguistics; Computer science; Computational linguistics; Theoretical linguistics; Text linguistics; Applied linguistics; Discourse analysis; Sociology; Philosophy; Psychology; Cognition","retraction":null,"screen_n_in":null,"score":{"opus":0.01953278886269491,"gpt":0.3567823270066214,"spread":0.3372495381439266,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008455955,0.00009114781,0.0001704085,0.00004678834,0.00007689781,0.000004094887,0.0000794509,0.00004358388,0.000403864],"category_scores_gemma":[0.00001473193,0.00006555056,0.0000631492,0.0001328025,0.0002049579,0.00002700213,0.00002363093,0.00006930419,0.00004879507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001089391,"about_ca_system_score_gemma":0.000007203862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004035084,"about_ca_topic_score_gemma":0.00004061318,"domain_scores_codex":[0.9993797,0.00006576721,0.0001563094,0.0001616662,0.000103373,0.000133181],"domain_scores_gemma":[0.9995478,0.00008650638,0.00007254067,0.0001995585,0.00007828286,0.00001525945],"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":[0.00004192229,0.0002351321,0.002177748,0.00002722109,0.0003383722,0.000005518198,0.005485882,0.000001570272,0.0006032683,0.9475425,0.01170932,0.03183158],"study_design_scores_gemma":[0.001286316,0.0001312241,0.06467032,0.00003532648,0.0006278161,0.00001886222,0.1389329,0.000001253681,0.00253282,0.7681983,0.02309789,0.000466983],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7154225,0.04112219,0.009608353,0.0006397497,0.001268101,0.0007174531,0.0003262092,0.0001522189,0.2307432],"genre_scores_gemma":[0.9947894,0.00003147998,0.0001000169,0.00004932118,0.0003977721,0.00009119561,0.00002956467,0.000009560531,0.004501715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2793669,"threshold_uncertainty_score":0.4422028,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1971763678","doi":"10.1177/1461445607076204","title":"`Look'-prefaced turns in first and second position: launching, interceding and redirecting action","year":2007,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":104,"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":"Action (physics); Psychology; Position (finance); Function (biology); Linguistics; Communication; Philosophy; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.0892784081261579,"gpt":0.3744913421169624,"spread":0.2852129339908046,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004655579,0.0001711669,0.0002298068,0.0001528699,0.0005003787,0.0002093971,0.00008795559,0.00003350285,0.0001406364],"category_scores_gemma":[0.00007146833,0.0001421238,0.00003016315,0.00004261911,0.000472672,0.0005582541,0.0001592242,0.000213441,0.000003837652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005537182,"about_ca_system_score_gemma":0.0000104876,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002132097,"about_ca_topic_score_gemma":0.05929355,"domain_scores_codex":[0.9991223,0.00004182269,0.0002652564,0.0002261587,0.0001148186,0.0002296119],"domain_scores_gemma":[0.9993771,0.0002278768,0.0001125389,0.0001720118,0.00006949229,0.00004102715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006739869,0.0000874505,0.007567559,0.0002935042,0.0002464787,0.00003059637,0.9016895,0.000004183597,0.0004281571,0.08124779,0.001300338,0.007036994],"study_design_scores_gemma":[0.0005306721,0.00005917934,0.01405382,0.0003663466,0.00004706176,0.00001904653,0.9747804,0.00002278545,0.0002430597,0.002437679,0.007167777,0.0002721734],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9323029,0.006815063,0.00000933145,0.001277674,0.0003373573,0.0001447996,0.00001121529,0.00007377737,0.05902787],"genre_scores_gemma":[0.9973553,0.0006380277,0.00007992695,0.00008879607,0.0003223433,0.0000155713,0.000008117181,0.00001588603,0.001476073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07881011,"threshold_uncertainty_score":0.9578719,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2100784475","doi":"10.1177/1461445612466468","title":"Rhetorical relations in multimodal documents","year":2013,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Advanced Text Analysis Techniques","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":"Simon Fraser University","funders":"","keywords":"Rhetorical question; Presentational and representational acting; Computer science; Natural language processing; Coherence (philosophical gambling strategy); Linguistics; Categorization; Set (abstract data type); Artificial intelligence; Subject (documents); Mathematics; World Wide Web; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.0271779675503826,"gpt":0.3780032763737782,"spread":0.3508253088233956,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001022108,0.000112102,0.0001893231,0.0001367977,0.00009830178,0.00004755469,0.0003588297,0.00002709051,0.00001979111],"category_scores_gemma":[0.0001074604,0.0000895986,0.00005360205,0.000406727,0.00008650868,0.0009947611,0.000302647,0.0001089943,0.0002218925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001010029,"about_ca_system_score_gemma":0.00001334032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008388793,"about_ca_topic_score_gemma":0.00005312973,"domain_scores_codex":[0.9990517,0.00003691512,0.000233088,0.0002725355,0.0001866706,0.0002190372],"domain_scores_gemma":[0.9993976,0.00008117341,0.00006297478,0.0003363697,0.00008351319,0.00003837362],"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":[0.000005957179,0.00106274,0.2004381,0.00002952307,0.000625159,0.00007703651,0.02048631,0.001385872,0.001427103,0.4965787,0.05761363,0.2202699],"study_design_scores_gemma":[0.001787015,0.0002249361,0.3080752,0.0002178506,0.00007910738,0.000009252465,0.007542364,0.0734346,0.002538037,0.5984262,0.00597042,0.001695109],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2687026,0.002938935,0.6976633,0.01416286,0.0005008915,0.0009032972,0.000001962167,0.0008909834,0.01423511],"genre_scores_gemma":[0.9307705,0.00009638823,0.06773224,0.00006728614,0.00002573125,0.0001496797,8.590833e-7,0.000005195459,0.001152098],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6620679,"threshold_uncertainty_score":0.3653725,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2758014880","doi":"10.1177/1461445617730235","title":"On the concept of action in the study of interaction","year":2017,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":66,"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":"Action (physics); Argument (complex analysis); Relation (database); Social relation; Epistemology; Semiotics; Psychology; Computer science; Social psychology; Cognitive science; Sociology; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.2683003213647789,"gpt":0.4549367498358024,"spread":0.1866364284710235,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003274451,0.00009081198,0.0001752816,0.00004154572,0.0005748266,0.00009538422,0.0005048054,0.00001018388,0.0001024759],"category_scores_gemma":[0.0001701741,0.00004229819,0.00004606855,0.00001652729,0.0008741045,0.0002521982,0.0000909845,0.0001376657,0.000005075668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001256478,"about_ca_system_score_gemma":0.00001174172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008532923,"about_ca_topic_score_gemma":0.01118774,"domain_scores_codex":[0.9992304,0.0001891606,0.0002155679,0.00008891802,0.0001968793,0.00007901889],"domain_scores_gemma":[0.9983736,0.000397245,0.0003579317,0.0007579526,0.0001086713,0.000004647343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003154745,0.0004853433,0.000422935,0.000009320915,0.0001441801,9.411109e-7,0.551488,0.00002098592,0.00001382899,0.4440802,0.001759341,0.001543364],"study_design_scores_gemma":[0.0002673474,0.0001808005,0.007045914,0.00006161528,0.00004110175,2.32946e-7,0.9885843,0.000004562456,0.00014885,0.002915794,0.0006996081,0.00004990126],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9420629,0.0003768612,4.870651e-7,0.002770688,0.0002931179,0.0003187278,0.000009570557,0.000006784102,0.05416083],"genre_scores_gemma":[0.9993018,0.0000730159,8.449289e-7,0.00004369349,0.00009241182,0.00006025082,0.000001551947,0.00000523944,0.0004211977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4411644,"threshold_uncertainty_score":0.624302,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2145275787","doi":"10.1177/1461445609346922","title":"Agreement, acknowledgment, and alignment: The discourse-pragmatic functions of hao and dui in Taiwan Mandarin conversation","year":2010,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":48,"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":"National Science Council","keywords":"Utterance; Conversation; Politeness; Relevance theory; Mandarin Chinese; Linguistics; Psychology; Turn-taking; Conversation analysis; Relevance (law); Discourse analysis; Computer science; Communication; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.03615679950149862,"gpt":0.3241498993069266,"spread":0.287993099805428,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004169702,0.0001870215,0.0002680045,0.0001055226,0.0004666711,0.0001516666,0.0001749555,0.00002940029,0.0003303863],"category_scores_gemma":[0.00007651364,0.0001200029,0.00004180142,0.00005311594,0.002261496,0.0003564063,0.0001912451,0.0002040268,0.0000151088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001910858,"about_ca_system_score_gemma":0.00003612674,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001942135,"about_ca_topic_score_gemma":0.01943605,"domain_scores_codex":[0.9989891,0.00009467967,0.0003252135,0.0002042572,0.0001908696,0.000195871],"domain_scores_gemma":[0.9991135,0.0001374168,0.0001911084,0.000407417,0.0001148563,0.00003569284],"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":[0.00002704267,0.0002269705,0.01026876,0.0001729445,0.0003959345,0.000002390527,0.4043424,0.000004807308,0.0004417831,0.5760433,0.004049385,0.004024336],"study_design_scores_gemma":[0.0009196865,0.00007095638,0.008939113,0.0001285872,0.0001941579,0.000003008879,0.9723843,0.00006373231,0.00008630549,0.007128995,0.009855465,0.0002257408],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9359136,0.00422023,0.00001844707,0.01316238,0.0006443403,0.0005630125,0.0001071086,0.00003420568,0.04533668],"genre_scores_gemma":[0.9957733,0.0004163814,0.00003630415,0.00005957972,0.0001318681,0.00009734598,0.00002362749,0.00001306538,0.003448599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5689143,"threshold_uncertainty_score":0.9984567,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2137977828","doi":"10.1177/1461445609358516","title":"Not remembering as a practical epistemic resource in couples therapy","year":2010,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":42,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Conversation analysis; Rhetorical question; Blame; Psychology; Interpretation (philosophy); Resource (disambiguation); Spouse; Conversation; Accountability; Social psychology; Epistemology; Psychotherapist; Sociology; Linguistics; Communication; Computer science; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.1347937255694579,"gpt":0.4140106610575993,"spread":0.2792169354881413,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004986521,0.0002449881,0.0003505301,0.0001172654,0.000429651,0.0002400547,0.0003227672,0.000053753,0.0006813473],"category_scores_gemma":[0.0003220319,0.0001845162,0.00008943761,0.00006254577,0.001244715,0.0004188852,0.0001756847,0.0006048874,0.0001445717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003079674,"about_ca_system_score_gemma":0.0001022934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003824814,"about_ca_topic_score_gemma":0.01056625,"domain_scores_codex":[0.9985806,0.0001059638,0.0003682533,0.0002972583,0.0002996422,0.0003482232],"domain_scores_gemma":[0.9985627,0.0004387375,0.0001577751,0.000651764,0.0001348292,0.00005421474],"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":[0.00008806874,0.000208912,0.0005226568,0.00002954687,0.0001606747,0.00004313842,0.1360334,0.000004673082,0.001140327,0.8547874,0.003937273,0.003043926],"study_design_scores_gemma":[0.0008776755,0.0000847415,0.001052593,0.0001330012,0.00003882796,0.00002647358,0.6264579,0.00002939595,0.0006470149,0.01098212,0.3591932,0.0004770174],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7411185,0.003356709,0.000001053877,0.01534291,0.0003632729,0.0002610988,0.00001492662,0.0001278383,0.2394137],"genre_scores_gemma":[0.992213,0.001233745,0.0001861384,0.00047292,0.0005039732,0.0001141687,0.00001204048,0.0000356668,0.005228411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8438053,"threshold_uncertainty_score":0.7524353,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2121071224","doi":"10.1177/1461445614546255","title":"Targeting emotional impact in storytelling: Working with client affect in emotion-focused psychotherapy","year":2014,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"York University; Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Empathy; Psychology; Storytelling; Narrative; Psychotherapist; Conversation; Affect (linguistics); Conversation analysis; Narrative therapy; Therapeutic relationship; Social psychology; Communication","retraction":null,"screen_n_in":null,"score":{"opus":0.07790539304605595,"gpt":0.35346156054663,"spread":0.275556167500574,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006688444,0.0002824607,0.0004011263,0.0002716721,0.0003136742,0.0001629862,0.000252059,0.00003574419,0.0002894814],"category_scores_gemma":[0.00003771223,0.0001954581,0.00008929376,0.0001348855,0.0005112623,0.0003019089,0.00003057211,0.000279899,0.000027595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001155652,"about_ca_system_score_gemma":0.00005479029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000196393,"about_ca_topic_score_gemma":0.00572162,"domain_scores_codex":[0.9983603,0.0002686377,0.0003670159,0.0003193574,0.0002968741,0.0003877656],"domain_scores_gemma":[0.9990592,0.0002724747,0.0001854557,0.0003479951,0.00009226997,0.00004262708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003079239,0.0009666326,0.1531704,0.0001030653,0.0005379408,0.00002064704,0.4874494,0.009750402,0.00008348036,0.333316,0.002079759,0.01221436],"study_design_scores_gemma":[0.008108544,0.001051989,0.169836,0.003252282,0.0001169234,0.000007706343,0.7723591,0.002836707,0.00005704997,0.02363234,0.01653364,0.002207662],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972933,0.003781635,0.0002288611,0.001089741,0.0003288852,0.000352176,0.000008743748,0.00008586386,0.02119111],"genre_scores_gemma":[0.9981461,0.0005562684,0.0002518375,0.00009527177,0.000415264,0.00006382535,0.00002406876,0.00003698507,0.0004103656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3096836,"threshold_uncertainty_score":0.7970551,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2107381698","doi":"10.1177/1461445613482430","title":"Mathematics is the method: Exploring the macro-organizational structure of research articles in mathematics","year":2013,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":28,"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":"Discipline; Field (mathematics); Mathematics education; Macro; Value (mathematics); Organizational structure; Computer science; Mathematics; Sociology; Social science; Pure mathematics; Management","retraction":null,"screen_n_in":null,"score":{"opus":0.1561559682669552,"gpt":0.4055303575505135,"spread":0.2493743892835583,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008839373,0.0002025895,0.0003991389,0.0001690146,0.0007749054,0.0001780325,0.0004963138,0.00002048276,0.0016169],"category_scores_gemma":[0.0006387763,0.00009438632,0.0001050313,0.0003389451,0.00194564,0.0002813946,0.0003919676,0.0002772503,0.00006565869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003486526,"about_ca_system_score_gemma":0.00002761691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002730702,"about_ca_topic_score_gemma":0.002081631,"domain_scores_codex":[0.9980137,0.0001701081,0.0005044381,0.0002125329,0.0007324604,0.0003667615],"domain_scores_gemma":[0.9972756,0.001318972,0.0001653908,0.0005107229,0.0007060179,0.00002328153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001428874,0.0001073707,0.000392312,0.0001240827,0.0005431654,0.000001684587,0.5989118,0.0000387025,0.0001890585,0.3923355,0.006598911,0.0007560258],"study_design_scores_gemma":[0.00009981156,0.00001724219,0.0004951096,0.0001401112,0.0001093993,0.000001499794,0.8400523,0.00028949,0.001371979,0.1568246,0.0004788822,0.0001195634],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643525,0.004189061,0.00006929068,0.01458002,0.0003249487,0.0007654392,0.00007013742,0.0000402818,0.01560832],"genre_scores_gemma":[0.9945066,0.0003412576,0.001535587,0.000129067,0.0003681197,0.0001353902,0.000002682486,0.00003111458,0.00295021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2411405,"threshold_uncertainty_score":0.9992958,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2002093854","doi":"10.1177/1461445610381860","title":"The circulation of discourse: The case of deprecating remarks on trash radio","year":2010,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières; Université Laval","funders":"","keywords":"Circulation (fluid dynamics); Natural (archaeology); Order (exchange); Linguistics; Sociology; Philosophy; History; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.05115633547313877,"gpt":0.3622435401348134,"spread":0.3110872046616746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000765256,0.0001976718,0.000292883,0.00005537823,0.001247429,0.0001126254,0.0004679652,0.00003598664,0.00009234533],"category_scores_gemma":[0.0002908603,0.00009843167,0.0001531722,0.00006246503,0.002907842,0.0002057537,0.0001145562,0.0003365028,0.000006415908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001540146,"about_ca_system_score_gemma":0.00005941325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003005646,"about_ca_topic_score_gemma":0.01195245,"domain_scores_codex":[0.998691,0.0001792565,0.0004745285,0.0001843136,0.0002467155,0.0002241592],"domain_scores_gemma":[0.9971653,0.00110981,0.0004606502,0.0009764616,0.0002604214,0.00002732477],"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":[0.00002362811,0.000112467,0.0003877287,0.00004325191,0.000333361,0.00001101651,0.1318618,0.00004779649,0.0003553548,0.8531386,0.001403892,0.01228111],"study_design_scores_gemma":[0.0004061977,0.00007531831,0.002712496,0.0001275698,0.0002403674,0.00004948523,0.9797149,0.0001692663,0.0006833895,0.01299316,0.002577399,0.0002504125],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9145022,0.003430192,0.00001340558,0.004573536,0.0008015304,0.0004035913,0.00006312836,0.00003925377,0.07617315],"genre_scores_gemma":[0.9986318,0.0001903355,0.00004132786,0.00003193265,0.0003493722,0.00006151588,0.000008244985,0.00002217325,0.0006633113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8478531,"threshold_uncertainty_score":0.9998057,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4322769031","doi":"10.1177/14614456231154724","title":"Multimodal media: Framing climate change","year":2023,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Framing (construction); Multimodality; Computer science; Climate change; Selection (genetic algorithm); Frame (networking); Linguistics; Artificial intelligence; History; World Wide Web; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.08090561336044647,"gpt":0.3979010853176027,"spread":0.3169954719571562,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002710831,0.0001615938,0.0002498775,0.0001338081,0.0002104088,0.0000155975,0.00010318,0.00006625467,0.0002792521],"category_scores_gemma":[0.000103247,0.0001263453,0.00009121879,0.000288312,0.0001587558,0.0001012297,0.0001089489,0.0001275472,0.002712229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001406344,"about_ca_system_score_gemma":0.000004338932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006445214,"about_ca_topic_score_gemma":0.0001268542,"domain_scores_codex":[0.9988106,0.00007510919,0.000168902,0.0002981421,0.0001800198,0.0004671626],"domain_scores_gemma":[0.9994431,0.0001725157,0.00006078839,0.0002161732,0.00005872056,0.00004875849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001524991,0.0004095385,0.02049718,0.0001985519,0.00145794,0.001098229,0.5511601,0.000001587391,0.0002901,0.04279825,0.02904127,0.3528947],"study_design_scores_gemma":[0.001762047,0.0001181254,0.266993,0.0001727982,0.0003465231,0.0000139337,0.721643,0.00005942892,0.0001679747,0.005002333,0.003100814,0.0006199732],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600189,0.009471255,0.00001973059,0.001724904,0.004375861,0.0003291626,0.0001429426,0.0004876265,0.0234296],"genre_scores_gemma":[0.9957185,0.001476007,0.00003981806,0.000340252,0.001183373,0.0003716832,0.00006719903,0.00002924446,0.000773877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3522747,"threshold_uncertainty_score":0.9980643,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2015603489","doi":"10.1177/1461445613519021","title":"Instant messaging requests in connected organizations: ‘Quick questions’ and the moral economy of contribution","year":2014,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Instant messaging; Conversation; Phenomenon; Computer science; Knowledge management; Conversation analysis; Work (physics); Public relations; Sociology; World Wide Web; Communication; Epistemology; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.02090768756999151,"gpt":0.3382376105172977,"spread":0.3173299229473062,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001056802,0.00005772679,0.0001737751,0.00005987944,0.0003505208,0.00003515615,0.00007793905,0.00001823349,0.000008435259],"category_scores_gemma":[0.001171989,0.0000414559,0.00001408916,0.0002741226,0.0006426667,0.0001731089,0.00007309958,0.00004643633,0.000002239809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004194873,"about_ca_system_score_gemma":0.00002725454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003133157,"about_ca_topic_score_gemma":0.004232195,"domain_scores_codex":[0.9993119,0.000220893,0.0001677482,0.0001046088,0.00006827008,0.0001265855],"domain_scores_gemma":[0.9994267,0.0002209397,0.00007959698,0.00007459745,0.0001822938,0.00001588127],"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":[0.000007102751,0.00001263503,0.04339065,0.0000105975,0.00002962466,2.562932e-7,0.01512127,0.00000566791,0.000002684214,0.9410807,0.00006168046,0.0002770772],"study_design_scores_gemma":[0.006000118,0.00006137386,0.1052586,0.0006279364,0.0002546576,5.207094e-7,0.3540734,0.001845966,0.0001642201,0.5099542,0.02123889,0.000520197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.631655,0.007194658,0.0006564246,0.0221328,0.0002438718,0.0008708338,0.000004116929,0.00009331139,0.337149],"genre_scores_gemma":[0.9991782,0.0004927727,0.00001946397,0.00005821189,0.00003857573,0.00001931817,0.000002662902,0.000003405058,0.00018733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4311266,"threshold_uncertainty_score":0.2695958,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3108275114","doi":"10.1177/1461445620966923","title":"The interplay of complexity and subjectivity in opinionated discourse","year":2020,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Subjectivity; Computer science; Lexicon; Natural language processing; Argumentation theory; Linguistics; Sentiment analysis; Corpus linguistics; Artificial intelligence; Text corpus; Epistemology","retraction":null,"screen_n_in":null,"score":{"opus":0.0702093281791194,"gpt":0.3817233659634742,"spread":0.3115140377843548,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002835105,0.000101916,0.0002477386,0.00004049693,0.0001489831,0.0000480114,0.0003120493,0.00001369106,0.000002286001],"category_scores_gemma":[0.0001098817,0.00006365249,0.00005501862,0.0003237984,0.0004178974,0.0001992042,0.0004346314,0.0000850444,0.00000225748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001058333,"about_ca_system_score_gemma":0.00001831098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002985989,"about_ca_topic_score_gemma":0.0001306632,"domain_scores_codex":[0.9991239,0.0000871976,0.000224304,0.000240639,0.0001708648,0.0001530805],"domain_scores_gemma":[0.9994298,0.0001989669,0.0001046141,0.0001769841,0.00005015194,0.00003945894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001168095,0.0003437986,0.2764879,0.000120589,0.001107364,0.00002469854,0.09144323,0.0001705314,0.0006718421,0.5653637,0.004543891,0.05960569],"study_design_scores_gemma":[0.003156718,0.0006077359,0.6193545,0.0004641326,0.0001243198,0.000007177801,0.1616226,0.1860573,0.003983534,0.02151161,0.002008817,0.00110156],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576457,0.005512727,0.005504707,0.02999793,0.0003105521,0.0001770806,0.000007083496,0.000039235,0.0008050096],"genre_scores_gemma":[0.9989182,0.0004056986,0.0005232301,0.00009064453,0.00003050057,0.000005946039,0.000001365689,0.000003003104,0.00002135251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5438521,"threshold_uncertainty_score":0.2595673,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2060040216","doi":"10.1177/1461445607075349","title":"Lies, rebukes and social norms","year":2007,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières; Université Laval","funders":"","keywords":"Lying; Psychology; Social psychology; Order (exchange); Lie detection; Deception; Epistemology; Medicine; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.09519876372519792,"gpt":0.376042969233963,"spread":0.2808442055087651,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003365237,0.0001827447,0.0002572414,0.00008194261,0.0009778638,0.0001775346,0.0001804834,0.00003083114,0.0001820169],"category_scores_gemma":[0.00003307654,0.0001313204,0.00006086801,0.00003276679,0.001610183,0.0003249272,0.0001682586,0.0001388386,0.00004629776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002667783,"about_ca_system_score_gemma":0.00002371623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001255061,"about_ca_topic_score_gemma":0.004876356,"domain_scores_codex":[0.9990496,0.0000314741,0.0002420986,0.0001878882,0.000192635,0.0002962994],"domain_scores_gemma":[0.9993589,0.0001344551,0.0001034727,0.0002266072,0.0001426318,0.00003391279],"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":[0.00002150156,0.00005327417,0.0003632086,0.00004064213,0.0001881123,0.000008695892,0.2829902,1.509193e-7,0.00001999358,0.6999514,0.01069199,0.005670895],"study_design_scores_gemma":[0.0002978498,0.00003948647,0.003082494,0.0000303105,0.00006939293,0.000003019564,0.8625619,0.000001018161,0.00006111369,0.006404319,0.1271861,0.0002630142],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6231955,0.01804691,0.00002247835,0.006624184,0.0006541993,0.000233951,0.00005982341,0.000243542,0.3509195],"genre_scores_gemma":[0.989213,0.0004652105,0.00007981682,0.0002889404,0.000828144,0.00001595228,0.00001763258,0.00001982136,0.009071474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.693547,"threshold_uncertainty_score":0.7521036,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2580452339","doi":"10.1177/1461445616683588a","title":"Book review: Arran Stibbe, <i>Ecolinguistics: Language, Ecology and the Stories We Live By</i>","year":2017,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Ecology; Linguistics; Sociology; Geography; Communication; Philosophy; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.02254195338393932,"gpt":0.3723068107082274,"spread":0.349764857324288,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004835595,0.0002240849,0.0005266556,0.00002513804,0.000853124,0.00006051019,0.0002879316,0.00006322195,0.0005796688],"category_scores_gemma":[0.001101594,0.0001355179,0.00009624632,0.00002715843,0.001549429,0.00008259951,0.000150594,0.0002046224,0.0001883145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001668581,"about_ca_system_score_gemma":0.00001812736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002006816,"about_ca_topic_score_gemma":0.0004392114,"domain_scores_codex":[0.9987143,0.0002499833,0.0002465564,0.0003358647,0.0001422813,0.0003110101],"domain_scores_gemma":[0.9985319,0.0003774217,0.0002768098,0.0006238971,0.000139153,0.00005079858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001177612,0.00008005218,0.0005075595,0.0002183901,0.0007106657,0.00007750934,0.05941462,3.194965e-8,0.000009384012,0.005112673,0.9285865,0.005164799],"study_design_scores_gemma":[0.004497509,0.0002311745,0.005292833,0.0008068149,0.001749917,0.0000452196,0.239591,0.000001871884,0.00007342683,0.003243144,0.7438301,0.0006370014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01023982,0.9477075,0.00001244174,0.01254372,0.001890836,0.0005644041,0.0001095551,0.00004790342,0.02688382],"genre_scores_gemma":[0.4030035,0.4926555,0.00004461641,0.02744874,0.00183074,0.0007131217,0.00004570438,0.00005894404,0.0741991],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.455052,"threshold_uncertainty_score":0.6561626,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415463419","doi":"10.1177/14614456251374251","title":"Social media discourses amidst ethnopolitical extremism and conflict: The case of Ethiopia","year":2025,"lang":"en","type":"article","venue":"Discourse Studies","topic":"African history and culture analysis","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 British Columbia","funders":"","keywords":"Rhetorical question; Radicalization; Rhetoric; Politics; Schism; Influencer marketing; Social media; Critical discourse analysis","retraction":null,"screen_n_in":null,"score":{"opus":0.06280474462087283,"gpt":0.4229087372254172,"spread":0.3601039926045443,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0005580852,0.000116327,0.000316449,0.00004620584,0.001565085,0.00002361943,0.0001466461,0.00007465981,0.00003080281],"category_scores_gemma":[0.0007862967,0.00007351482,0.0001089561,0.0002725252,0.005415968,0.00006644963,0.0000782254,0.0001559012,0.000001917668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005285159,"about_ca_system_score_gemma":0.00009138163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006332257,"about_ca_topic_score_gemma":0.01175778,"domain_scores_codex":[0.9989328,0.0002698057,0.0001965012,0.0001857668,0.0001831773,0.0002319535],"domain_scores_gemma":[0.998822,0.0007804772,0.0000802715,0.0001211396,0.0001476339,0.00004845909],"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":[0.000005529538,0.00002545173,0.0003244532,0.00001724858,0.0002137791,0.00002527455,0.2524441,2.847301e-7,0.00001077351,0.7355816,0.009320032,0.002031447],"study_design_scores_gemma":[0.0001491913,0.000008124355,0.0006016311,0.00003027867,0.0005260243,0.000002559673,0.9417605,0.000003629048,0.0000221912,0.01387583,0.04290457,0.0001154156],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.701147,0.02147652,0.0001191334,0.05888938,0.0007112915,0.0003109816,0.000051007,0.0001013263,0.2171934],"genre_scores_gemma":[0.9938781,0.0003993071,0.00001132014,0.0002556129,0.0002792609,0.00001728445,0.000001308514,0.000003899649,0.005153932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7217057,"threshold_uncertainty_score":0.9997348,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281679612","doi":"10.1177/14614456221090300","title":"‘Something that’s very American’: The interactional role of Light-Head Relative Clauses","year":2022,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","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 Toronto","funders":"","keywords":"Relative clause; Linguistics; Predicate (mathematical logic); Head (geology); Noun phrase; Noun; Affordance; Set (abstract data type); Dependent clause; Computer science; Psychology; Cognitive psychology; Philosophy; Sentence","retraction":null,"screen_n_in":null,"score":{"opus":0.09553694814580099,"gpt":0.3713569764631279,"spread":0.2758200283173269,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003340777,0.0001753949,0.00030898,0.000114066,0.001480312,0.00008544027,0.0004660608,0.000009784346,0.0008413433],"category_scores_gemma":[0.00008968376,0.0001143522,0.0001468158,0.0001021326,0.001416922,0.0004841746,0.0005293072,0.0004169324,0.00002205297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007829809,"about_ca_system_score_gemma":0.00007124875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005691958,"about_ca_topic_score_gemma":0.001358587,"domain_scores_codex":[0.9985822,0.0003157349,0.0002771135,0.0001927877,0.0004302664,0.0002019316],"domain_scores_gemma":[0.9983321,0.0006808902,0.0003742031,0.0004364423,0.000154805,0.00002157337],"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":[0.00004632824,0.0001537077,0.0007818611,0.0000120387,0.0007253033,0.000002576073,0.406318,0.00005858884,0.0001067489,0.5834286,0.00671858,0.001647682],"study_design_scores_gemma":[0.0001243827,0.00008911222,0.0008854775,0.00002835236,0.00008840056,0.000003077018,0.8614477,0.000008245317,0.0001426786,0.01154752,0.1254947,0.0001403743],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6850013,0.02435966,0.0000104373,0.02321151,0.001526777,0.0004362547,0.0002810254,0.0001551067,0.2650179],"genre_scores_gemma":[0.9942993,0.0002648092,0.00004367734,0.0002950369,0.0002238725,0.0001748278,0.00001833276,0.00002055079,0.004659599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5718811,"threshold_uncertainty_score":0.9998196,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404856684","doi":"10.1177/14614456241298915","title":"Topic modelling is a means to an end: On topic modelling in corpus linguistics and discourse analysis","year":2024,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Computational and Text Analysis Methods","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":"Simon Fraser University","funders":"","keywords":"Corpus linguistics; Linguistics; Discourse analysis; Applied linguistics; Computer science; Quantitative linguistics; Sociology; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.1362974815568709,"gpt":0.4772390681758816,"spread":0.3409415866190106,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007315878,0.0001659512,0.0003831441,0.0004446038,0.0003587902,0.0001605084,0.0001343953,0.00004481905,0.00002916426],"category_scores_gemma":[0.000166845,0.0001398425,0.0001427935,0.001040854,0.0001814888,0.00008074636,0.00006009475,0.000145139,0.000007308844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009582096,"about_ca_system_score_gemma":0.00008002405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00218,"about_ca_topic_score_gemma":0.006673075,"domain_scores_codex":[0.998411,0.0001672214,0.0002774734,0.0004591729,0.0004011389,0.0002839657],"domain_scores_gemma":[0.9991614,0.0004025156,0.00003971077,0.0001534528,0.0001245142,0.0001183756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001055546,0.00007604805,0.002803365,0.00002566238,0.0007142241,0.00003056536,0.1197039,0.6949272,0.000001244105,0.1557657,0.00005258065,0.025889],"study_design_scores_gemma":[0.00009593102,0.00005661064,0.0004051091,0.0001136106,0.0008236514,1.501714e-7,0.0416992,0.9079748,0.000007223931,0.04343675,0.005094069,0.0002928775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7687383,0.006117474,0.2108027,0.005374985,0.0007516451,0.0002586155,0.00003284843,0.0001022478,0.007821159],"genre_scores_gemma":[0.9903514,0.0008098888,0.006371479,0.0001633139,0.0005531967,0.0000181159,0.000006313404,0.00001035787,0.001715961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.221613,"threshold_uncertainty_score":0.5702612,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1969441177","doi":"10.1177/1461445611411687f","title":"Book Review: Media, Policy and Interaction","year":2011,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Sociology; Media studies; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.0999863882339041,"gpt":0.4529307203590585,"spread":0.3529443321251544,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001348404,0.00006459498,0.0001490997,0.00003478595,0.0002741572,0.000007974018,0.00005921958,0.00002728431,0.0001930617],"category_scores_gemma":[0.001504424,0.00005372653,0.00003267556,0.00009458401,0.0006341101,0.0001583495,0.00003348183,0.00005999911,0.0000391632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004647281,"about_ca_system_score_gemma":0.00007685989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001837179,"about_ca_topic_score_gemma":0.0006965924,"domain_scores_codex":[0.9993836,0.00008934225,0.0001000618,0.00009074325,0.0001420082,0.0001941919],"domain_scores_gemma":[0.9995594,0.0001831911,0.00004678943,0.00006098703,0.00006970165,0.00007993162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004212502,0.00003377857,0.003383067,0.00009937705,0.00009193333,0.000005138661,0.4367841,2.51227e-9,0.000002188857,0.05268119,0.4950476,0.01186744],"study_design_scores_gemma":[0.00006093237,0.00001437935,0.001079081,0.0002277663,0.0000595981,4.654423e-7,0.1682454,5.270229e-8,0.00003164485,0.003041903,0.82715,0.00008876144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02033109,0.8257698,0.000002268284,0.0353373,0.002050082,0.0003204806,0.000009973713,0.00008695749,0.116092],"genre_scores_gemma":[0.1899413,0.7807382,0.00004872325,0.02025248,0.002777061,0.00005892426,0.000002261342,0.00001224168,0.006168754],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3321024,"threshold_uncertainty_score":0.2777278,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2910383482","doi":"10.1177/1461445615612668c","title":"Book review: Deborah Cameron and Ivan Panović, <i>Working with Written Discourse</i>","year":2016,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Linguistics; Sociology; Psychology; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.03160400637826332,"gpt":0.3016586001238922,"spread":0.2700545937456288,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000297347,0.0005477102,0.000959963,0.0001253379,0.0008372561,0.0001323704,0.0002760537,0.00003309664,0.0008790299],"category_scores_gemma":[0.0001165745,0.0002749965,0.0001677591,0.00009283887,0.003226792,0.0006116923,0.0002865557,0.0001487137,0.00008424318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006142991,"about_ca_system_score_gemma":0.00004019725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006872722,"about_ca_topic_score_gemma":0.001905699,"domain_scores_codex":[0.9975851,0.0001026601,0.0004698041,0.0006750007,0.0005167554,0.0006507511],"domain_scores_gemma":[0.9985633,0.0002230732,0.0002847817,0.0005646525,0.0002503675,0.0001138485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006522979,0.000161343,0.002421911,0.0005309504,0.003179088,0.0001211766,0.03734561,5.329597e-7,0.00004773106,0.03504837,0.881038,0.04004012],"study_design_scores_gemma":[0.000772898,0.0002135178,0.0001756265,0.005527329,0.001578997,0.00001227393,0.1142173,9.536708e-7,0.00006814083,0.0002595549,0.8763634,0.0008100417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.006625918,0.9007118,0.00003541576,0.04381468,0.0004232987,0.0005490767,0.00009776247,0.0001924411,0.04754956],"genre_scores_gemma":[0.4564804,0.4214508,0.0001265095,0.02183592,0.002356443,0.0004202328,0.00002887397,0.0001704869,0.09713028],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.479261,"threshold_uncertainty_score":0.9999702,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2313852665","doi":"10.1177/1461445613494298e","title":"Book review: Patricia von Münchow, <i>Lorsque L’Enfant Paraît … Le Discours des Guides Parentaux en France et en Allemagne</i>","year":2013,"lang":"fr","type":"article","venue":"Discourse Studies","topic":"Sociology and Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.03434962692921843,"gpt":0.4060006602190044,"spread":0.3716510332897859,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.001829606,0.000655003,0.001226827,0.00008203032,0.002250342,0.00009079195,0.0006152505,0.0002753024,0.001287475],"category_scores_gemma":[0.001693744,0.0005492179,0.0004149197,0.0005527331,0.005950765,0.001332892,0.0003676519,0.0005490817,0.001125081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002964731,"about_ca_system_score_gemma":0.0005218897,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006627628,"about_ca_topic_score_gemma":0.0008257875,"domain_scores_codex":[0.9946038,0.00194139,0.0008901264,0.0008065668,0.0005609567,0.001197156],"domain_scores_gemma":[0.996498,0.001746279,0.0004781544,0.0004747725,0.0005666706,0.0002360763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005152089,0.0003330083,0.02305317,0.0005291362,0.000744089,0.000006778759,0.1243305,0.00001081351,0.000005141977,0.01269122,0.8324082,0.005882787],"study_design_scores_gemma":[0.0002944248,0.00009326627,0.03323931,0.001587137,0.0004027766,0.000003876877,0.2640875,0.000002376414,0.00001410463,0.007437739,0.6922551,0.0005824474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02224667,0.6505105,0.00002598471,0.3155211,0.002653413,0.0008512054,0.00004794139,0.00007969973,0.008063468],"genre_scores_gemma":[0.1057485,0.8032596,0.0002486545,0.02191323,0.001377539,0.001052752,0.00002411684,0.00004375845,0.06633188],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2936079,"threshold_uncertainty_score":0.9999873,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2333765117","doi":"10.1177/1461445613518868g","title":"Book review: Arran Stibbe, <i>Animals Erased: Discourse, Ecology, and Reconnection with the Natural World</i>","year":2014,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Geographies of human-animal interactions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Natural (archaeology); Sociology; Ecology; Geography; Biology; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.01901985902189996,"gpt":0.3559700902580546,"spread":0.3369502312361546,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008030932,0.0002314672,0.0003851503,0.0001239338,0.002089308,0.000109054,0.0002432248,0.00003401694,0.0002169094],"category_scores_gemma":[0.0003606936,0.0001397091,0.0001060639,0.0003656509,0.002494669,0.0004451442,0.0000834023,0.0003249908,0.0000340209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005036705,"about_ca_system_score_gemma":0.00004015562,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003914753,"about_ca_topic_score_gemma":0.166482,"domain_scores_codex":[0.9982956,0.0003753693,0.0002317253,0.0003728771,0.0002972798,0.0004271501],"domain_scores_gemma":[0.9986314,0.0006439121,0.0002103836,0.0002487124,0.0001833266,0.00008233149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005869058,0.00007253967,0.003500598,0.00009740134,0.0004285808,0.000003927773,0.009648602,0.000004981865,0.00003049326,0.01952002,0.9656115,0.001022648],"study_design_scores_gemma":[0.0004092159,0.0002991799,0.02449261,0.00066969,0.0004974807,0.000008573191,0.1270949,0.00000692473,0.00001899236,0.0008870657,0.8451564,0.0004589192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.132985,0.4692174,0.000004370481,0.3559202,0.001620565,0.001446131,0.00002212239,0.000237806,0.03854635],"genre_scores_gemma":[0.9461096,0.03311332,0.00004845893,0.009110538,0.0005031953,0.0001674992,0.000004338834,0.00001920259,0.01092386],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8131246,"threshold_uncertainty_score":0.9992098,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411347253","doi":"10.1177/14614456251341408","title":"Voiced illustrations: The use of constructed voices in the study of argument","year":2025,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Argument (complex analysis); Linguistics; Conversation analysis; Indirect speech; Discourse analysis; Sociology; Psychology; Philosophy; Conversation","retraction":null,"screen_n_in":null,"score":{"opus":0.07912544859924454,"gpt":0.3919491962143486,"spread":0.3128237476151041,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002932571,0.00009528331,0.000214642,0.00008423541,0.00009889106,0.00001304611,0.0001612326,0.00002427678,0.00004190117],"category_scores_gemma":[0.0001422992,0.00004711042,0.00004715085,0.0003450403,0.0003651539,0.00005594864,0.00003953985,0.00009632506,0.000003226726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007787427,"about_ca_system_score_gemma":0.00001918667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000548832,"about_ca_topic_score_gemma":0.002488046,"domain_scores_codex":[0.9988996,0.0003718146,0.0003188483,0.0001422299,0.0001564727,0.0001110491],"domain_scores_gemma":[0.998895,0.0005309431,0.0001393096,0.0003083371,0.0001209425,0.000005450852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003698287,0.005283276,0.1479162,0.0001285309,0.00465537,0.00003080995,0.7095349,0.00007144433,0.0003961466,0.09750878,0.0120136,0.02209112],"study_design_scores_gemma":[0.0008433292,0.0001090894,0.1783503,0.00004626577,0.0002679776,8.876338e-7,0.8190589,0.00000389075,0.00007547217,0.0009289302,0.0002636757,0.00005130623],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925418,0.002039773,0.00001464164,0.0008045952,0.00032982,0.000703291,0.00002298769,0.000008117107,0.003535006],"genre_scores_gemma":[0.9990947,0.00007713003,0.00001456656,0.0001595476,0.0000239819,0.0001776191,0.000004183439,0.000003134296,0.0004451711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.109524,"threshold_uncertainty_score":0.1921107,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408957808","doi":"10.1177/14614456251324546","title":"Investigative interviews with online sexual offenders: A discursive analysis of verbal cues of deception","year":2025,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Deception detection and forensic psychology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Université Laval; International Centre for Comparative Criminology","funders":"","keywords":"Deception; Psychology; Conversation analysis; Nonverbal communication; Social psychology; Discourse analysis; Discursive psychology; Cognitive psychology; Communication; Linguistics; Conversation","retraction":null,"screen_n_in":null,"score":{"opus":0.09319917479670033,"gpt":0.4433274668315152,"spread":0.3501282920348149,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001565329,0.0001778588,0.0006873242,0.0006188918,0.00004937598,0.000003789334,0.0001315728,0.00006697403,0.0003007463],"category_scores_gemma":[0.00006585829,0.000126548,0.0001578818,0.001322131,0.001743842,0.00006637828,0.00005905843,0.0001246184,0.000009436558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003308913,"about_ca_system_score_gemma":0.00002582727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008701537,"about_ca_topic_score_gemma":0.002574516,"domain_scores_codex":[0.9987084,0.0001907182,0.0004489684,0.0003362916,0.0001466327,0.0001690152],"domain_scores_gemma":[0.9989441,0.0001003008,0.0003272832,0.000340352,0.0002524973,0.0000354803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00303282,0.004482104,0.1904857,0.0003647471,0.1110205,0.00002554528,0.3931992,0.0004004531,0.003796031,0.06053538,0.07713709,0.1555203],"study_design_scores_gemma":[0.00155166,0.000883104,0.3790137,0.0001517583,0.003299316,0.00000256837,0.6121091,0.00004876739,0.0004058999,0.001457257,0.0008631675,0.000213636],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892647,0.001314438,0.001636661,0.00111195,0.0006769517,0.0001899807,0.0001441445,0.00002916352,0.005631977],"genre_scores_gemma":[0.9968618,0.00008339046,0.0002339281,0.0002293488,0.00003133915,0.00003853792,0.00005387762,0.000007827153,0.002459945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2189099,"threshold_uncertainty_score":0.642526,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416337925","doi":"10.1177/14614456251362412","title":"What do speakers do with predicate nominal constructions in English conversation?","year":2025,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":0,"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":"Predicate (mathematical logic); Categorization; Pragmatics; Passive voice; Computational linguistics","retraction":null,"screen_n_in":null,"score":{"opus":0.03016060497534949,"gpt":0.3253648197954757,"spread":0.2952042148201262,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001941358,0.0002185408,0.0003142405,0.0002343958,0.0004176918,0.0006051146,0.0002717746,0.00003253862,0.0004073359],"category_scores_gemma":[0.00006865673,0.0001650653,0.00006043502,0.0001371619,0.002281541,0.001095806,0.0001257388,0.0002132848,0.00002566419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006745187,"about_ca_system_score_gemma":0.0001610979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001267308,"about_ca_topic_score_gemma":0.004738633,"domain_scores_codex":[0.9988474,0.00008703764,0.0003170648,0.0002891776,0.0002016791,0.000257654],"domain_scores_gemma":[0.9988583,0.0001698853,0.0001310086,0.0004645537,0.0003401343,0.00003608415],"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":[0.00005458457,0.000120694,0.007243651,0.00006296633,0.0004951707,0.000009863405,0.3477538,0.00004514444,0.000002157174,0.6375356,0.004799127,0.001877213],"study_design_scores_gemma":[0.000831527,0.00003638502,0.002348671,0.0004839013,0.0001230478,0.000001631158,0.9698928,0.000007909362,0.00001810992,0.00403181,0.02202101,0.0002032124],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6486193,0.02444309,0.00002989426,0.01215961,0.003617608,0.0008796366,0.0001067353,0.0002971186,0.309847],"genre_scores_gemma":[0.9933619,0.001845586,0.00008674888,0.0001508989,0.0002297623,0.0001374691,0.00002506451,0.00001432566,0.004148211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6335038,"threshold_uncertainty_score":0.8406432,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1995551914","doi":"10.1177/14614456020040020706","title":"Book review: FRANÇOIS COOREN, The Organizing Property of Communication. Amsterdam: John Benjamins, 2000. xv + 272 pp. ISBN 90 272 5079 0","year":2002,"lang":"en","type":"article","venue":"Discourse Studies","topic":"Law in Society and Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Property (philosophy); Linguistics; Media studies; Philosophy; Sociology; Epistemology","retraction":null,"screen_n_in":null,"score":{"opus":0.03909009276152836,"gpt":0.3244367798644215,"spread":0.2853466871028931,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007672535,0.0002120802,0.0004489699,0.000005544066,0.002071901,0.00005447602,0.0008111815,0.0001665325,0.001345649],"category_scores_gemma":[0.0004162484,0.0001088223,0.0001913001,0.0004559852,0.002195091,0.0003376902,0.0002520339,0.0004908929,0.0001070251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009614546,"about_ca_system_score_gemma":0.00006896026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004627005,"about_ca_topic_score_gemma":0.0009983948,"domain_scores_codex":[0.9980215,0.000414336,0.0004001449,0.0002483977,0.0005576253,0.0003579252],"domain_scores_gemma":[0.9984282,0.0001918085,0.0002682294,0.0006106939,0.0004364739,0.00006462744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001716799,0.00008780351,0.0001685346,0.0001205821,0.0001727006,8.745761e-7,0.1191781,0.000001120958,0.00001112915,0.001123016,0.8772348,0.001899617],"study_design_scores_gemma":[0.000151578,0.00002054974,0.00009465123,0.0007157542,0.0001555836,8.083199e-7,0.09730475,0.000004021886,0.00003791289,0.0001177522,0.9012245,0.0001721513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005093633,0.8478617,0.000001060638,0.1186745,0.0001859146,0.000562826,0.00002418981,0.00005936257,0.03212104],"genre_scores_gemma":[0.01466167,0.8852041,0.000078475,0.01419266,0.0002551443,0.0000837003,0.000009151485,0.00001976239,0.08549537],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1044818,"threshold_uncertainty_score":0.9995673,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}