{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"0f82737d18b5","filters":{"venue":"Interpreting International Journal of Research and Practice in Interpreting"}},"results":[{"id":"W2089913096","doi":"10.1075/intp.7.2.03lea","title":"Roles of community interpreters in pediatrics as seen by interpreters, physicians and researchers","year":2005,"lang":"en","type":"article","venue":"Interpreting International Journal of Research and Practice in Interpreting","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":214,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Interpreter; Typology; Statement (logic); Subject (documents); Health care; Relation (database); Linguistics; Language barrier; Medical education; Psychology; Medicine; Computer science; Sociology; Political science; Library science","authors":[{"name":"Yvan Leanza","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1191713862949405,"gpt":0.5541907787796712,"spread":0.4350193924847306,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02421497,0.0003200123,0.0006774403,0.001803243,0.0003786071,0.0001189184,0.001874118,0.0003604181,0.00009696154],"category_scores_gemma":[0.05692788,0.0003192787,0.0001298022,0.0006071848,0.0007863799,0.00133827,0.001655536,0.007895598,0.0000142859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009436336,"about_ca_system_score_gemma":0.000468897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00350601,"about_ca_topic_score_gemma":0.0008964125,"domain_scores_codex":[0.9833111,0.01133562,0.00264673,0.0003682556,0.001422418,0.0009158654],"domain_scores_gemma":[0.9504823,0.04422178,0.001658912,0.0005097725,0.002858379,0.0002688581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0143079,0.001046915,0.2149024,0.0008370678,0.0003659109,0.0001265823,0.5628845,0.0001304344,0.007234674,0.001252089,0.00925903,0.1876525],"study_design_scores_gemma":[0.004762638,0.00439824,0.003235542,0.04290682,0.00006169319,0.0007167053,0.890124,0.008348021,0.002021273,0.005828047,0.03661114,0.0009858937],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484956,0.004605615,0.0003901636,0.02159435,0.000649966,0.0005135743,0.00004469307,0.00003094225,0.02367514],"genre_scores_gemma":[0.991237,0.004128642,0.002261358,0.001860146,0.0002450247,0.00004800073,0.00001031205,0.00005476911,0.0001547318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3272395,"threshold_uncertainty_score":0.9999259,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2009348101","doi":"10.1075/intp.7.1.06cli","title":"Putting the exam to the test","year":2005,"lang":"en","type":"article","venue":"Interpreting International Journal of Research and Practice in Interpreting","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":52,"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":"Interpreter; Certification; Test (biology); Computer science; Quality (philosophy); Psychology; Quality assessment; Natural language processing; Evaluation methods; Epistemology; Programming language; Political science; Reliability engineering; Engineering","authors":[{"name":"Andrew Clifford","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1439068949241577,"gpt":0.5866487712491207,"spread":0.4427418763249631,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03387533,0.000196357,0.0002728135,0.0005868415,0.001122492,0.0002911981,0.002563821,0.0001527234,0.0002031432],"category_scores_gemma":[0.1922433,0.0001208566,0.0001027699,0.0005271989,0.0002846094,0.0006472782,0.00138256,0.005043154,0.0001694695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006118771,"about_ca_system_score_gemma":0.0004229834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006737973,"about_ca_topic_score_gemma":0.0005768157,"domain_scores_codex":[0.9902732,0.005454439,0.001799068,0.0003057784,0.00140432,0.0007631537],"domain_scores_gemma":[0.8570135,0.1360339,0.001224613,0.0006262538,0.00486799,0.0002337524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003734467,0.0004898,0.1321896,0.0001475215,0.0003628466,0.0001627924,0.3472804,0.0008566375,0.002031616,0.005966674,0.06713299,0.4396447],"study_design_scores_gemma":[0.0008826136,0.0009668584,0.004208705,0.01256389,0.00002422522,0.001146392,0.170179,0.006467389,0.0002035884,0.002866775,0.8002101,0.0002804143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1949412,0.002711883,0.001487897,0.6941549,0.003449461,0.001126118,0.00001802459,0.0000626772,0.1020479],"genre_scores_gemma":[0.979393,0.0005227748,0.00645194,0.01116786,0.001810565,0.00009411287,0.000001103328,0.00003410655,0.0005245145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7844518,"threshold_uncertainty_score":0.9972522,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1983005152","doi":"10.1075/intp.8.2.05sha","title":"Essential characteristics of sign language interpreting students","year":2006,"lang":"en","type":"article","venue":"Interpreting International Journal of Research and Practice in Interpreting","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"American Educational Research Association","keywords":"Interpreter; Coursework; Language interpretation; Sign language; Psychology; Interpretation (philosophy); Sample (material); Sign (mathematics); Mathematics education; Perception; American Sign Language; Computer science; Linguistics","authors":[{"name":"Sherry Shaw","is_ca":false},{"name":"Gail Hughes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05816832149442256,"gpt":0.5574607852417522,"spread":0.4992924637473297,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01773491,0.0002888913,0.0006577338,0.001310957,0.0003421293,0.0001875644,0.001991884,0.0003036475,0.0002615572],"category_scores_gemma":[0.04229694,0.0002745272,0.0001752912,0.000446656,0.000376497,0.0007722402,0.001325959,0.003754743,0.00002603375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005744275,"about_ca_system_score_gemma":0.0004979889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002714579,"about_ca_topic_score_gemma":0.0001303815,"domain_scores_codex":[0.9883957,0.005138736,0.003295379,0.0004069438,0.001965052,0.000798194],"domain_scores_gemma":[0.9624857,0.02926515,0.002769027,0.0004374194,0.004871425,0.0001712282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00998898,0.0010547,0.8373364,0.000673029,0.0004648528,0.0006067869,0.09674708,0.00004725765,0.01756242,0.004891968,0.002742144,0.02788442],"study_design_scores_gemma":[0.01098936,0.006071245,0.08026336,0.1546606,0.0002674761,0.002970063,0.6703986,0.009144031,0.01077955,0.01525236,0.03657527,0.002628068],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577878,0.001160515,0.001627908,0.00477236,0.002346144,0.00045286,0.00003758332,0.00004239064,0.03177251],"genre_scores_gemma":[0.9949291,0.0003780901,0.002987178,0.0005371398,0.0007597713,0.00003699985,0.00001624029,0.00005487004,0.0003005726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.757073,"threshold_uncertainty_score":0.9999707,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3108556447","doi":"10.1075/intp.00052.cot","title":"A typology of healthcare interpreter positionings","year":2020,"lang":"en","type":"article","venue":"Interpreting International Journal of Research and Practice in Interpreting","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","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 Laval","funders":"","keywords":"Interpreter; Typology; Neutrality; Health care; Service provider; Compromise; Service (business); Vagueness; Psychology; Sociology; Public relations; Computer science; Business; Political science; Artificial intelligence; Marketing","authors":[{"name":"François René de Cotret","is_ca":true},{"name":"Camille Brisset","is_ca":false},{"name":"Yvan Leanza","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1612793415014634,"gpt":0.5774229399054304,"spread":0.416143598403967,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009384733,0.0002189777,0.0005768829,0.0008174562,0.0002588324,0.00006856585,0.001386411,0.0002948076,0.0002712215],"category_scores_gemma":[0.06074675,0.0002061113,0.0001461545,0.0004782261,0.0004535641,0.000694138,0.000980231,0.004157189,0.00003131635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003650995,"about_ca_system_score_gemma":0.0006298875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001093648,"about_ca_topic_score_gemma":0.00006290265,"domain_scores_codex":[0.9900594,0.00539062,0.002469546,0.0003710928,0.001069284,0.000640035],"domain_scores_gemma":[0.9662489,0.02526841,0.00192934,0.0002986788,0.005924606,0.0003300448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.04221945,0.0005958519,0.2582427,0.001902621,0.000964589,0.0007323209,0.5844359,0.00009277719,0.01397368,0.04144228,0.009490834,0.045907],"study_design_scores_gemma":[0.007838506,0.01440923,0.003376637,0.07541666,0.0001160381,0.002758371,0.762472,0.01361621,0.003465632,0.02002897,0.09510051,0.001401252],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5834479,0.004609445,0.003885014,0.3163254,0.003512274,0.0009847014,0.00006384541,0.00009191008,0.08707955],"genre_scores_gemma":[0.986715,0.0007441922,0.005229823,0.006723851,0.0004694793,0.0000302033,0.000005748448,0.00003914694,0.00004252596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4032672,"threshold_uncertainty_score":0.9981403,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2629261984","doi":"10.1075/intp.19.2.04lea","title":"From concern for patients to a quest for information","year":2017,"lang":"en","type":"article","venue":"Interpreting International Journal of Research and Practice in Interpreting","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec à Montréal; Université Laval","funders":"","keywords":"Interpreter; Vignette; Socialization; Object (grammar); Psychology; Medical education; Discourse analysis; Focus group; Social psychology; Medicine; Linguistics; Sociology; Computer science","authors":[{"name":"Yvan Leanza","is_ca":true},{"name":"Élias Rizkallah","is_ca":true},{"name":"Thomas Michaud-Labonté","is_ca":true},{"name":"Camille Brisset","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1856797941263119,"gpt":0.6159147406518876,"spread":0.4302349465255757,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0106853,0.0001641261,0.0003301118,0.0006026274,0.001055153,0.0004848676,0.001724992,0.0001965269,0.00003888204],"category_scores_gemma":[0.2162884,0.0001545991,0.0001075161,0.00007397535,0.0001634025,0.001873944,0.0007517816,0.001380727,0.00002383203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005263682,"about_ca_system_score_gemma":0.0003831506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001831948,"about_ca_topic_score_gemma":0.0001572686,"domain_scores_codex":[0.9958405,0.001088998,0.001564972,0.0002455129,0.0007265995,0.0005333917],"domain_scores_gemma":[0.948895,0.03856878,0.001967481,0.0004540148,0.00989709,0.0002175703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.05470998,0.0006104095,0.3227362,0.0006953537,0.0006731656,0.00002358919,0.288898,0.00006241126,0.0006417183,0.01349329,0.04363758,0.2738183],"study_design_scores_gemma":[0.008165251,0.004955764,0.009440875,0.03377476,0.00005371596,0.0000421538,0.1243082,0.008073957,0.0003653226,0.02274434,0.7873666,0.0007090322],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7647949,0.0005039296,0.0368461,0.1169891,0.01506028,0.005027315,0.0008299581,0.00007871919,0.05986972],"genre_scores_gemma":[0.9785225,0.00012488,0.01784208,0.00213958,0.0008990287,0.000310036,0.00003370821,0.00002623871,0.0001019886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7437291,"threshold_uncertainty_score":0.8115489,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4213097921","doi":"10.1075/intp.00064.edi","title":"Editorial","year":2021,"lang":"en","type":"editorial","venue":"Interpreting International Journal of Research and Practice in Interpreting","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Psychology; Library science; Computer science; History","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.08862691988024515,"gpt":0.5523079901958152,"spread":0.46368107031557,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.1096412,0.0004140543,0.001059374,0.003215954,0.000192612,0.009676268,0.00854705,0.001450185,0.0003223786],"category_scores_gemma":[0.8587565,0.0003403422,0.0003335816,0.001239164,0.0005250725,0.005434141,0.003628814,0.01371415,0.00004801747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007762974,"about_ca_system_score_gemma":0.002638916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005315724,"about_ca_topic_score_gemma":0.0000730096,"domain_scores_codex":[0.9673514,0.006771581,0.004209433,0.001185463,0.01957255,0.000909593],"domain_scores_gemma":[0.4466765,0.4847676,0.007482701,0.00119543,0.0590883,0.0007894714],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002099007,0.0001207358,0.0004027284,0.00001679329,0.0002069226,0.0007349525,0.003559302,0.00002182143,0.00006803212,0.00007132896,0.970916,0.02178232],"study_design_scores_gemma":[0.0006480351,0.000328112,0.000004097686,0.005013949,0.0000182459,0.0003459367,0.01107561,0.0002383395,0.00005453511,0.006062611,0.9759319,0.0002786261],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0006070367,0.003098949,0.0004810478,0.008343828,0.9590911,0.0001355971,0.00006473025,0.00001478385,0.02816291],"genre_scores_gemma":[0.0177181,0.002163411,0.001520336,0.0002507985,0.9770893,0.00001005878,0.00002457772,0.00005843103,0.001164987],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.7491153,"threshold_uncertainty_score":0.9999049,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}