{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"bf8299de5814","filters":{"venue":"Equinox eBooks Publishing"}},"results":[{"id":"W795346602","doi":"10.1558/equinox.25350","title":"Semantic networks: the description of linguistic meaning in SFL","year":2005,"lang":"en","type":"article","venue":"Equinox eBooks Publishing","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":9,"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":"Meaning (existential); Linguistics; Semantics (computer science); Perspective (graphical); Computer science; Computational semantics; Formal semantics (linguistics); Artificial intelligence; Epistemology; Philosophy; Operational semantics","authors":[{"name":"Ruqaiya Hasan","is_ca":false},{"name":"Carmel Cloran","is_ca":false},{"name":"Geoffrey Williams","is_ca":true},{"name":"Annabelle Lukin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02357689769824902,"gpt":0.2535127691030703,"spread":0.2299358714048213,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001561927,0.0001396128,0.0001755541,0.000217472,0.0001192703,0.001588062,0.001706671,0.0001012115,0.000002305784],"category_scores_gemma":[0.0009949437,0.0001051587,0.00005322135,0.0003479487,0.00005952518,0.002068372,0.0005228482,0.0005275497,0.000001700171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001042835,"about_ca_system_score_gemma":0.00006794894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002036633,"about_ca_topic_score_gemma":0.0002285943,"domain_scores_codex":[0.9984637,0.0001161544,0.0003981759,0.0003020698,0.000354087,0.0003657751],"domain_scores_gemma":[0.9988557,0.0001950571,0.0002247606,0.0005157201,0.0001620442,0.00004674757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001278914,0.00005115637,0.001311617,0.00008378782,0.00001990768,0.00003992343,0.0204506,0.0009753537,0.008457993,0.6459876,0.001077542,0.3215317],"study_design_scores_gemma":[0.0005863408,0.00009796251,0.0006300183,0.000963442,0.00002184527,0.00006905777,0.0002212988,0.6894718,0.0150248,0.2890517,0.003248766,0.0006130392],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01368061,0.002939118,0.9662234,0.001435081,0.0004805858,0.0002708415,4.600023e-7,0.0006255362,0.01434442],"genre_scores_gemma":[0.8562409,0.0000024672,0.1428441,0.0004258832,0.0002830358,0.00001083324,0.000001178905,0.00001176509,0.000179889],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8425603,"threshold_uncertainty_score":0.9994484,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2248599320","doi":"10.1558/equinox.25676","title":"Exceptions to the SSP: Evidence from Ottawa for a Metatheoretical Approach","year":2016,"lang":"en","type":"article","venue":"Equinox eBooks Publishing","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Sonority hierarchy; Syllable; Linguistics; Vowel; Phonology; Prefix; Consonant cluster; Consonant; Coda; History; Syllabification; Speech recognition; Computer science; Physics; Acoustics; Philosophy","authors":[{"name":"Marie Klopfenstein","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09315327965694928,"gpt":0.3451780635358226,"spread":0.2520247838788734,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003334308,0.0001007193,0.0001456218,0.00006811984,0.0007023308,0.0009436663,0.0008101874,0.0001272937,0.0002851395],"category_scores_gemma":[0.02714951,0.00005828872,0.0001004138,0.0001054581,0.0002825904,0.0005037627,0.0001384826,0.0001210919,0.00007507181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001063077,"about_ca_system_score_gemma":0.0002608034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001440824,"about_ca_topic_score_gemma":0.000945421,"domain_scores_codex":[0.99819,0.0003762693,0.0002541874,0.000353838,0.0003871259,0.0004385183],"domain_scores_gemma":[0.9964785,0.00259589,0.00009037774,0.0003292826,0.0002874638,0.0002184989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001457105,0.00001453595,0.000274845,0.000001781528,0.00002047263,7.3249e-7,0.01978819,0.000001163912,0.001303416,0.9484833,0.01920373,0.01089329],"study_design_scores_gemma":[0.0004695849,0.00006023221,0.001192854,0.00005997702,0.00006925398,0.000001280945,0.003616731,0.00006799355,0.0001922694,0.1490667,0.8449556,0.0002475379],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01140103,0.00004845297,0.7158297,0.09139432,0.001849746,0.001043485,0.00008703033,0.0002168608,0.1781294],"genre_scores_gemma":[0.9715313,0.000002049005,0.01569543,0.002397818,0.002279678,0.0002697431,0.000005570727,0.00001457178,0.007803891],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9601302,"threshold_uncertainty_score":0.9810452,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2285437539","doi":"10.1558/equinox.20799","title":"What is Cajun and where did it come from","year":2012,"lang":"en","type":"article","venue":"Equinox eBooks Publishing","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Arrow; Computer science","authors":[{"name":"Robyn A. Holman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04761915672230042,"gpt":0.3181826931839302,"spread":0.2705635364616298,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001190476,0.0001010563,0.0001556302,0.0000621092,0.0004646132,0.003417498,0.0002790443,0.0001921256,0.000973078],"category_scores_gemma":[0.0009296392,0.0001020533,0.00003851292,0.00005899826,0.0001623797,0.00357185,0.0001580849,0.0002166934,0.0000652543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007006224,"about_ca_system_score_gemma":0.00009998301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009027427,"about_ca_topic_score_gemma":0.002492041,"domain_scores_codex":[0.9985963,0.0001826925,0.0001972854,0.0002144868,0.0003325093,0.0004766986],"domain_scores_gemma":[0.9989866,0.0003024119,0.00010939,0.0001812174,0.0001132783,0.0003071263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001668104,0.00005963646,0.04528353,0.00001706251,0.00008063782,0.00001427651,0.4656176,1.694256e-7,0.0007849677,0.3540012,0.09929214,0.0348321],"study_design_scores_gemma":[0.0003100481,0.00001029463,0.003024836,0.00003287651,0.00002029441,0.000001557112,0.02348064,0.000007742421,0.00007655167,0.007148191,0.9657123,0.0001746813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2556935,0.002486473,0.0003760772,0.048832,0.01230413,0.0003622736,0.00003584347,0.0002797236,0.67963],"genre_scores_gemma":[0.9800758,0.00007731097,0.0004546566,0.006556903,0.002285129,0.000008868404,0.00001197778,0.00001325634,0.01051612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8664201,"threshold_uncertainty_score":0.9999402,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2272271259","doi":"10.1558/equinox.20104","title":"The West Texas Musicscape and Buddy Holly’s Musical Idiolect, 1950–1955","year":2010,"lang":"en","type":"article","venue":"Equinox eBooks Publishing","topic":"Music History and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Guitar; Musical; Soundscape; Section (typography); Sound (geography); Art history; Art; History; Visual arts; Advertising; Management; Acoustics","authors":[{"name":"Dave Laing","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01951826766534411,"gpt":0.2005239545125351,"spread":0.181005686847191,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007783966,0.0002656193,0.0002235573,0.00006918686,0.002249323,0.006067289,0.0006085551,0.0001675877,0.002130404],"category_scores_gemma":[0.0003036306,0.0001775954,0.0001115051,0.00003144137,0.0008024676,0.001246889,0.0002201063,0.00121055,0.0001049625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002435558,"about_ca_system_score_gemma":0.0001097916,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002642366,"about_ca_topic_score_gemma":0.02216598,"domain_scores_codex":[0.9982836,0.00008343701,0.0003176187,0.000414214,0.0003740605,0.0005271315],"domain_scores_gemma":[0.9987679,0.0001974343,0.0001430746,0.0005006475,0.0001737967,0.0002171578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002009014,0.00002829982,0.00004938338,0.00001972107,0.00003365895,0.00001832346,0.04827017,1.742634e-7,0.003277146,0.7556878,0.1704957,0.0220995],"study_design_scores_gemma":[0.0003082351,0.00005062988,0.0002723021,0.00002039775,0.00002726254,0.00002261095,0.002311989,0.00002017604,0.00007188269,0.00426187,0.9923543,0.0002783896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2901722,0.0002060846,0.000006020823,0.001322168,0.003648694,0.0002016512,0.00001963879,0.0001802247,0.7042433],"genre_scores_gemma":[0.9261907,0.000002004356,0.00003886245,0.002106754,0.0049565,0.00002577921,0.00001576102,0.00003764342,0.06662605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8218585,"threshold_uncertainty_score":0.9990496,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}