{"id":"W2978856702","doi":"10.3138/flor.33.001","title":"Introduction: What Do We Study When We Study Manuscripts in Canada?","year":2016,"lang":"en","type":"article","venue":"Florilegium","topic":"Medieval Literature and History","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Scope (computer science); Context (archaeology); Value (mathematics); History; Classics; Sociology; Archaeology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000248578,0.0002169008,0.0002989904,0.0001539313,0.0001978685,0.0002633284,0.0002384219,0.00002901126,0.008646712],"category_scores_gemma":[0.000019331,0.000146864,0.0000403224,0.00004263124,0.00006405194,0.0008144403,0.00005978325,0.0001857621,0.0001994258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005043328,"about_ca_system_score_gemma":0.0002819583,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1668978,"about_ca_topic_score_gemma":0.9555808,"domain_scores_codex":[0.9982956,0.0001398127,0.0003443327,0.0004453381,0.0004509675,0.0003239734],"domain_scores_gemma":[0.9991813,0.00004222689,0.00007568483,0.0004927596,0.000103815,0.0001042341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006663161,0.000377348,0.001005575,0.00001800249,0.00004185763,0.00009367539,0.1088164,3.289486e-7,0.000002101093,0.005489508,0.8822548,0.00183376],"study_design_scores_gemma":[0.0007863567,0.000345833,0.000530325,0.00007230636,0.00002873955,0.000001830617,0.07464628,6.195044e-7,0.000001015805,0.000357095,0.9230244,0.0002052654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.1573184,0.01756002,0.00001207542,0.04665295,0.7429665,0.002863579,0.0001025071,0.0002006034,0.03232337],"genre_scores_gemma":[0.7323267,0.0002397192,0.00001183961,0.0003630033,0.1342013,0.0001509372,0.000007254494,0.00004328979,0.1326559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.788683,"threshold_uncertainty_score":0.9922595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02580254039732544,"score_gpt":0.2004666556050884,"score_spread":0.1746641152077629,"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."}}