{"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":"f4fc0d8c6a6e","filters":{"venue":"Linguistik Online"}},"results":[{"id":"W1842342256","doi":"10.13092/lo.42.419","title":"Wortgeografischer Wandel im Schweizerdeutschen. Sommersprossen, Küchenzwiebel und Schmetterling 70 Jahre nach dem SDS","year":2010,"lang":"en","type":"article","venue":"Linguistik Online","topic":"Linguistic research and analysis","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":"Mitel (Canada)","funders":"","keywords":"German; Linguistics; Lexicon; Dialectology; Meaning (existential); Verb; Standard language; History; Geography; Psychology; Philosophy","authors":[{"name":"Britta Juska‐Bacher","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02935011456963424,"gpt":0.3132207001468543,"spread":0.2838705855772201,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001778804,0.0004829137,0.0002284762,0.002719578,0.0008614119,0.0008688106,0.0001737314,0.000376672,0.01927041],"category_scores_gemma":[0.000211786,0.0001962573,0.0001607137,0.003796881,0.0003313857,0.0006349597,0.000911497,0.0004430134,0.006335832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001247793,"about_ca_system_score_gemma":0.001036418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06682485,"about_ca_topic_score_gemma":0.1223069,"domain_scores_codex":[0.9998098,0.00002279446,0.00001552276,0.00005827007,0.00003206197,0.00006154352],"domain_scores_gemma":[0.9998937,0.00001404915,0.00003529064,0.000005829015,0.00002450615,0.00002655292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006417897,0.0001875903,0.263604,0.001882294,0.0001221592,0.010937,0.03774051,0.001246147,0.007568545,0.0222871,0.1600634,0.4937195],"study_design_scores_gemma":[0.00001656689,0.0001461945,0.4130961,0.0005098921,0.00004048881,0.002980311,0.01937472,0.0001478606,0.00142573,0.0008860194,0.561329,0.00004713386],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8068615,0.0283433,0.0008165339,0.002743634,0.0006057361,0.00008353536,0.04444856,0.0003398153,0.1157574],"genre_scores_gemma":[0.8447986,0.01808694,0.001660545,0.0004210025,0.0001588287,0.0001385302,0.03464201,0.0001008383,0.09999272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06682485,"threshold_uncertainty_score":0.1328718,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1699577428","doi":"10.13092/lo.48.331","title":"Étudier l'écrit SMS: Un objectif du projet sms4science","year":2011,"lang":"en","type":"article","venue":"Linguistik Online","topic":"Digital Communication and Language","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Eston College","funders":"","keywords":"Globe; Computer science; Corpus linguistics; Sociolinguistics; Text corpus; Linguistics; Natural language processing; Psychology","authors":[{"name":"Louise‐Amélie Cougnon","is_ca":true},{"name":"Thomas François","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03590016236973072,"gpt":0.2460026477633347,"spread":0.210102485393604,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01498486,0.001099015,0.0006650102,0.003451817,0.002279803,0.005125769,0.002171052,0.002931333,0.004366947],"category_scores_gemma":[0.03000322,0.0004835369,0.0006003999,0.003170536,0.00210589,0.005674413,0.004469337,0.0021923,0.003163374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001638428,"about_ca_system_score_gemma":0.004654149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007306184,"about_ca_topic_score_gemma":0.005177116,"domain_scores_codex":[0.9803397,0.01149737,0.0008505012,0.001929944,0.004598257,0.0007841575],"domain_scores_gemma":[0.9732642,0.01284779,0.001799687,0.003282479,0.007006776,0.001798993],"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":[0.0009216316,0.001579652,0.04729045,0.003213522,0.0001939495,0.001038914,0.03063869,0.003384309,0.04907675,0.0541014,0.04442783,0.7641328],"study_design_scores_gemma":[0.0003179791,0.001617918,0.1068062,0.001241906,0.0001778535,0.003185735,0.050142,0.02921621,0.05919555,0.01817296,0.7296458,0.0002798474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4206043,0.006481649,0.4616434,0.01959315,0.001991017,0.006122474,0.01190998,0.003826961,0.06782703],"genre_scores_gemma":[0.3406474,0.00265506,0.5727033,0.003417795,0.001805734,0.006762231,0.02406038,0.001123289,0.04682477],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01498486,"threshold_uncertainty_score":0.07924849,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399249208","doi":"10.13092/lo.129.11154","title":"Le parlate tedesche della Valcanale","year":2024,"lang":"en","type":"article","venue":"Linguistik Online","topic":"Linguistic Studies and Language Acquisition","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Humanities; Art","authors":[{"name":"Marco Caria","is_ca":false},{"name":"Delia Airoldi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01127817232134942,"gpt":0.259857546884692,"spread":0.2485793745633426,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003479437,0.0007472887,0.0004039143,0.001893698,0.00377553,0.003304051,0.0005371694,0.0007092205,0.02387876],"category_scores_gemma":[0.000758981,0.0002139218,0.0002380317,0.001205547,0.001597236,0.0006418952,0.001817224,0.001602773,0.002404376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002946094,"about_ca_system_score_gemma":0.001578886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03755837,"about_ca_topic_score_gemma":0.08400525,"domain_scores_codex":[0.9995652,0.00009661433,0.00001100769,0.0001408959,0.00007074275,0.0001155561],"domain_scores_gemma":[0.9997962,0.00006136253,0.00002571369,0.00002397063,0.00004660208,0.00004618345],"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":[0.000842461,0.0001956013,0.03982842,0.001694581,0.0001116422,0.008860112,0.04347111,0.001190274,0.009292373,0.268416,0.1918877,0.4342098],"study_design_scores_gemma":[0.0000119493,0.00003112,0.01435449,0.0001133562,0.00001072997,0.001028102,0.002074996,0.0001173525,0.0004545788,0.001009461,0.9807791,0.00001483399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2375712,0.02697501,0.002325591,0.007115086,0.00259842,0.0001393186,0.00233666,0.0004928032,0.7204459],"genre_scores_gemma":[0.7908564,0.004872048,0.001674879,0.0007739216,0.0005388953,0.000122074,0.000840328,0.0002067225,0.2001147],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03755837,"threshold_uncertainty_score":0.07988238,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411050864","doi":"10.13092/0q795w77","title":"Linguistic biomarkers of dementia in Italian patients living in Lombardy: insights from NLP analysis","year":2025,"lang":"en","type":"article","venue":"Linguistik Online","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","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":"Dementia; Linguistic analysis; Natural language processing; Linguistics; Artificial intelligence; Psychology; Medicine; Computer science; Philosophy; Pathology; Disease","authors":[{"name":"Maria Letizia Piccini Bianchessi","is_ca":false},{"name":"Gloria Gagliardi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0246521925773164,"gpt":0.4080528883324676,"spread":0.3834006957551512,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007139559,0.0004843585,0.0004116987,0.002730655,0.0004231181,0.00107559,0.0003095643,0.0005120534,0.001087231],"category_scores_gemma":[0.003866479,0.0001495632,0.000292752,0.001362186,0.0004656474,0.0003678882,0.0008220793,0.0002628526,0.0003645126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000452859,"about_ca_system_score_gemma":0.0002811602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01079601,"about_ca_topic_score_gemma":0.009583045,"domain_scores_codex":[0.999622,0.0001544587,0.00004349742,0.00008203006,0.00004730632,0.00005066446],"domain_scores_gemma":[0.9989212,0.0004501191,0.0003548673,0.00007659401,0.0001336452,0.00006364636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004579888,0.000113263,0.9516971,0.0002315202,0.00009577663,0.002591101,0.01201144,0.0002701868,0.004913565,0.0001712893,0.0008162002,0.02663069],"study_design_scores_gemma":[0.000004705944,0.00004791881,0.9962074,0.00002328235,0.00003020544,0.0006967084,0.001840923,0.0003530187,0.0001422396,0.00007135382,0.0005753916,0.000006813139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977434,0.0004613568,0.0003230287,0.0001549946,0.000004650336,0.0000278599,0.0004275466,0.00000983066,0.0008472773],"genre_scores_gemma":[0.9976423,0.0004058493,0.0007561338,0.00005023602,0.00002489987,0.00006509064,0.0007138264,0.000006532668,0.0003350838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01079601,"threshold_uncertainty_score":0.02146631,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}