{"id":"W4229564102","doi":"10.3138/flor.20.032","title":"University of Ottawa","year":2003,"lang":"en","type":"article","venue":"Florilegium","topic":"Medieval Literature and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publicity; Curriculum; Multidisciplinary approach; History; Medical education; Media studies; Library science; Political science; Classics; Sociology; Pedagogy; Law; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006206356,0.00004161123,0.00007423949,0.00003122348,0.00008765726,0.000008249929,0.0000550018,0.00001847667,0.007943122],"category_scores_gemma":[0.000009783747,0.00004064486,0.00004045327,0.00001254108,0.00009816956,0.00007041689,0.000004447056,0.00004876323,0.0001034506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000111393,"about_ca_system_score_gemma":0.00002447528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004569935,"about_ca_topic_score_gemma":0.0002964073,"domain_scores_codex":[0.9997156,0.00002192176,0.00005260324,0.00006800775,0.00006938938,0.00007244013],"domain_scores_gemma":[0.9997789,0.00001189353,0.00002926703,0.0001016761,0.00004843161,0.00002981021],"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":[0.000002508353,0.000009594914,0.00001602005,0.000008869482,0.000004225607,0.000002422825,0.007301745,2.121112e-7,0.000003051835,0.6318122,0.3608294,0.000009816853],"study_design_scores_gemma":[0.0001101811,0.00002531384,0.00002019655,0.000004978716,0.000009360964,4.854154e-7,0.000887557,0.000002088392,0.00001071651,0.0005537369,0.9983267,0.00004864024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0005253701,0.0002509671,0.0000977194,0.0000310802,0.02273737,0.00003162887,0.00001651105,0.00002076107,0.9762886],"genre_scores_gemma":[0.6150949,0.00000965956,0.0007113675,0.000257165,0.01235633,4.199957e-7,0.00001803932,0.00001485872,0.3715373],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6374974,"threshold_uncertainty_score":0.9929637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472626941675896,"score_gpt":0.167285003745361,"score_spread":0.152558734328602,"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."}}