{"id":"W2099704425","doi":"10.1111/emed.12039","title":"The reconstruction of early medieval <scp>S</scp>panish manuscript sources","year":2013,"lang":"en","type":"article","venue":"Early Medieval Europe","topic":"Libraries, Manuscripts, and Books","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pontifical Institute of Mediaeval Studies","funders":"","keywords":"Charter; Chronology; Relation (database); History; State (computer science); Fragment (logic); Classics; Genealogy; Computer science; Archaeology; Algorithm; Database","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":["insufficient_payload"],"category_scores_codex":[0.0004717552,0.0003381839,0.0003871151,0.0001183016,0.0009590671,0.001123504,0.0006949795,0.00009779233,0.001149093],"category_scores_gemma":[0.0005080624,0.0002260919,0.0001774722,0.00008765157,0.001811665,0.001340403,0.0001898741,0.0004453199,0.001230836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001875012,"about_ca_system_score_gemma":0.000092042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001263137,"about_ca_topic_score_gemma":0.0002296264,"domain_scores_codex":[0.9973245,0.0002456049,0.0006937951,0.0004016953,0.0007093728,0.0006250381],"domain_scores_gemma":[0.997933,0.0004603614,0.0003793975,0.0005129105,0.0005103375,0.0002039962],"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":[0.0001191675,0.0002191309,0.006634952,0.0002188032,0.0005976154,0.0000433219,0.1769612,0.000001580322,0.002686288,0.3048782,0.4554313,0.05220851],"study_design_scores_gemma":[0.000631351,0.0006359244,0.01742256,0.00009338203,0.00009687866,0.00002141845,0.01071589,0.00003250642,0.001535318,0.007458136,0.9611424,0.0002142793],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.757027,0.0008309621,0.000006232931,0.0007500696,0.004553171,0.0003865667,0.00002434037,0.0001845675,0.2362372],"genre_scores_gemma":[0.776737,0.0002730014,0.00008506784,0.0005561966,0.004150819,0.00004256372,0.00001358663,0.0001024105,0.2180393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5057111,"threshold_uncertainty_score":0.9999135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08238071681624128,"score_gpt":0.1957749236208392,"score_spread":0.1133942068045979,"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."}}