{"id":"W6911939942","doi":"10.5281/zenodo.14897635","title":"\"I Want to Know What Love Is\": Problematising Vector Semantics for the Analysis of Discourse in the Late Middle Ages","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Medieval Literature and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Ambiguity; Middle Ages; Period (music); Semantics (computer science); Perspective (graphical); Dimension (graph theory); Discourse analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007483325,0.00009237698,0.0001457485,0.0002954332,0.0006886286,0.001853437,0.000497098,0.00002147519,0.0055635],"category_scores_gemma":[0.0001111213,0.00005586608,0.00009578466,0.0003759194,0.0001610687,0.000277046,0.0001545398,0.0001512575,0.0006775988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004271136,"about_ca_system_score_gemma":0.000003735806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002006378,"about_ca_topic_score_gemma":0.0000269438,"domain_scores_codex":[0.9990254,0.0001354753,0.0002173409,0.0001809719,0.0002558657,0.0001849603],"domain_scores_gemma":[0.9992914,0.0001129479,0.00005089864,0.0002880057,0.0002183257,0.00003847782],"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":[0.00005817718,0.00009756908,5.445498e-7,0.0004549664,0.0003775171,0.000008255955,0.589892,0.0001383972,0.0006277778,0.1055847,0.2791634,0.02359674],"study_design_scores_gemma":[0.00007324738,0.00008987895,0.00004734819,0.0001945052,0.0002083277,0.000001966817,0.01369248,0.001728,0.0000455375,0.0002342947,0.9836065,0.00007792098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2459655,0.05066438,0.01102326,0.2205004,0.005476964,0.01341274,0.00747092,0.001643448,0.4438424],"genre_scores_gemma":[0.9828541,0.0003409615,0.00005439169,0.0006577657,0.0003503737,2.307435e-7,0.000481024,0.000428994,0.01483222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7368885,"threshold_uncertainty_score":0.9991828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05167277217953913,"score_gpt":0.2639593546868123,"score_spread":0.2122865825072731,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}