{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"173209a10b03","filters":{"venue":"Technical Communication"}},"results":[{"id":"W2917115051","doi":"","title":"What measures of productivity and effectiveness do technical communication managers track and report","year":2014,"lang":"en","type":"article","venue":"Technical Communication","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Productivity; Technical communication; Track (disk drive); Technical writing; Business; Computer science; Engineering; Economics; Higher education; Economic growth","authors":[{"name":"Saul Carliner","is_ca":true},{"name":"Adnan Qayyum","is_ca":false},{"name":"Juan Carlos Sanchez-Lozano","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02865072776943414,"gpt":0.2659258640077806,"spread":0.2372751362383464,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01474509,0.0006121338,0.0005292686,0.003537256,0.0005803102,0.005389984,0.00079323,0.00172833,0.003482607],"category_scores_gemma":[0.1307555,0.0003373788,0.0006936557,0.002627873,0.001237439,0.008046456,0.0006934283,0.0008811002,0.002184387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000991795,"about_ca_system_score_gemma":0.001383696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003066816,"about_ca_topic_score_gemma":0.002886697,"domain_scores_codex":[0.9906206,0.004421262,0.0008467591,0.001145457,0.002309566,0.0006564899],"domain_scores_gemma":[0.7632317,0.1298218,0.0679749,0.01278317,0.02054786,0.005640489],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004428691,0.0006940305,0.7706394,0.0003849769,0.0008587404,0.00005037764,0.00352294,0.003021566,0.002153369,0.00332782,0.005353923,0.2095501],"study_design_scores_gemma":[0.00008151933,0.001195217,0.9471012,0.0002879508,0.0006552896,0.0002046882,0.007465838,0.0149517,0.007341587,0.01051657,0.01001697,0.0001814951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302328,0.001662817,0.0190647,0.00439401,0.0002456821,0.0001123066,0.001131809,0.0005386359,0.04261732],"genre_scores_gemma":[0.9933964,0.0004165175,0.003214237,0.0002594925,0.0001614993,0.00003515974,0.0003557928,0.00006426142,0.002096509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9852549,"threshold_uncertainty_score":0.0779804,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396809056","doi":"10.55177/tc359562","title":"Heuristics for Equitable Technical Communication in Remote & Hybrid Game Development","year":2024,"lang":"en","type":"article","venue":"Technical Communication","topic":"Digital Games and Media","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":"York University","funders":"","keywords":"Heuristics; Computer science; Technical communication; Engineering","authors":[{"name":"Rich Shivener","is_ca":true},{"name":"Elizabeth Caravella","is_ca":false},{"name":"Renee Renee Gittins","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06155772554889018,"gpt":0.3717171843136051,"spread":0.3101594587647149,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01858505,0.001067811,0.0004598483,0.003481945,0.003458943,0.005684622,0.002002194,0.001690081,0.004676673],"category_scores_gemma":[0.06068778,0.0007749507,0.0004575097,0.001604567,0.005971337,0.005364767,0.007968307,0.001969367,0.0007013067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003930268,"about_ca_system_score_gemma":0.005692048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003380594,"about_ca_topic_score_gemma":0.006526147,"domain_scores_codex":[0.9719585,0.02168044,0.001040176,0.001625113,0.002202559,0.001493322],"domain_scores_gemma":[0.9453597,0.03913899,0.005964085,0.004039512,0.003447926,0.002049783],"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":[0.0006165803,0.001337965,0.05029999,0.001140416,0.000111076,0.001346979,0.07364347,0.03546198,0.006562696,0.5224121,0.007762974,0.2993038],"study_design_scores_gemma":[0.0004235011,0.001349712,0.03102715,0.001348268,0.0001807415,0.001566284,0.1955261,0.1503275,0.01285255,0.5053087,0.09968366,0.0004057732],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3116832,0.0006129393,0.5570107,0.004305661,0.0001305851,0.002286972,0.00008909649,0.0009520631,0.1229288],"genre_scores_gemma":[0.804691,0.0001192361,0.1911193,0.0002541198,0.0000151435,0.0007409692,0.00005660006,0.00006136775,0.002942223],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01858505,"threshold_uncertainty_score":0.09828836,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391898393","doi":"10.55177/tc628586","title":"Participation, Diversity, and Legitimation in U.S. Housing: A Rhetorical Analysis of Two HOPE VI Reports","year":2024,"lang":"en","type":"article","venue":"Technical Communication","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Legitimation; Rhetorical question; Diversity (politics); Sociology; Rhetoric; Technical writing; Political science; Higher education; Linguistics; Philosophy; Anthropology; Politics; Law","authors":[{"name":"Christopher J. Morris","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06646434510930846,"gpt":0.2992712106251144,"spread":0.232806865515806,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02093522,0.0004704458,0.0002492213,0.003965324,0.01105504,0.007991544,0.001242471,0.002138367,0.001715013],"category_scores_gemma":[0.02905461,0.0004516584,0.0002281599,0.00294635,0.01616227,0.004124722,0.005362009,0.003035466,0.0001117626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009474188,"about_ca_system_score_gemma":0.004185266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02219828,"about_ca_topic_score_gemma":0.02810465,"domain_scores_codex":[0.9897647,0.007256931,0.0002567574,0.000421611,0.001684057,0.0006160225],"domain_scores_gemma":[0.9432817,0.05015577,0.002811873,0.001064257,0.002058881,0.0006274232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005766808,0.00003994273,0.003871995,0.0001304912,0.000007909524,0.0007254797,0.8111382,0.0001771688,0.0004610548,0.1566395,0.008185087,0.01856548],"study_design_scores_gemma":[0.0000206844,0.0001240456,0.01590117,0.0006065766,0.00003188559,0.0002970447,0.7054288,0.001252994,0.002922825,0.01966734,0.2536768,0.00006969802],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8345596,0.002919266,0.008789522,0.03280628,0.0004323363,0.0002127416,0.0001806204,0.0001164265,0.1199832],"genre_scores_gemma":[0.9925569,0.0004620347,0.0009185889,0.0005182025,0.0001088997,0.00006379755,0.0000405072,0.00002729961,0.005303773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02219828,"threshold_uncertainty_score":0.1107174,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}