{"id":"W7025304037","doi":"","title":"Women as Owners and Collectors in de Ricci’s <i>Census of Medieval and Renaissance Manuscripts in the United States and Canada</i>","year":2024,"lang":"en","type":"book-chapter","venue":"UWA Profiles and Research Repository (University of Western Australia)","topic":"Stochastic Gradient Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"The Renaissance; Middle Ages; Clothing; Craft","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000922084,0.0002484662,0.000339916,0.003313462,0.002059599,0.003148198,0.0007862292,0.0004609107,0.0141247],"category_scores_gemma":[0.003175205,0.0004244141,0.0001453968,0.01357127,0.001189243,0.002061216,0.0008959818,0.0007702645,0.003120256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002856815,"about_ca_system_score_gemma":0.002262678,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1141581,"about_ca_topic_score_gemma":0.4018104,"domain_scores_codex":[0.9992688,0.0001683654,0.00004401608,0.0001306337,0.0002449006,0.0001432074],"domain_scores_gemma":[0.9990766,0.0003432644,0.000201012,0.00004932306,0.0002037255,0.0001259271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008246209,0.00003440352,0.0282928,0.000455682,0.00002149258,0.0001740707,0.04362733,0.0001703953,0.0001963166,0.05730219,0.7289092,0.1407335],"study_design_scores_gemma":[0.000002957997,0.000005945272,0.06354516,0.000226954,0.00000745434,0.0001142394,0.01539013,0.0000526676,0.0001603394,0.002024573,0.9184597,0.000009942803],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1914038,0.1599626,0.001794998,0.0282701,0.00195431,0.0001611221,0.07475428,0.000263859,0.5414349],"genre_scores_gemma":[0.3452326,0.04381481,0.001616428,0.002870982,0.0005804143,0.0002166326,0.01422551,0.0003272374,0.5911155],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8858418,"threshold_uncertainty_score":0.2269873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04709151572624459,"score_gpt":0.2677636247299558,"score_spread":0.2206721090037112,"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."}}