{"id":"W2565515688","doi":"10.22230/src.2016v7n2/3a260","title":"Unknown But Not Unknowable: The Network of Identified and Unidentified Hands in the Social Edition of the Devonshire Manuscript","year":2016,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Prosopography; Extant taxon; Social network analysis; Computer science; Graph; Value (mathematics); Data science; World Wide Web; History; Social media; Classics; Theoretical computer science; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004543426,0.0002879422,0.0003430875,0.003827819,0.0100862,0.01428396,0.001063887,0.001608721,0.01127762],"category_scores_gemma":[0.03582148,0.0003787924,0.0001810605,0.003161236,0.01461401,0.01200693,0.008029879,0.001260543,0.001235073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002676328,"about_ca_system_score_gemma":0.001941715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008212341,"about_ca_topic_score_gemma":0.01120604,"domain_scores_codex":[0.9932936,0.004414937,0.0002201002,0.0008394088,0.0008560459,0.0003757473],"domain_scores_gemma":[0.9731609,0.018908,0.002480098,0.002438601,0.001750452,0.001261945],"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":[0.0001155337,0.00002872931,0.01588872,0.0001350217,0.000018827,0.003309343,0.777784,0.000339694,0.0008012282,0.133222,0.007707533,0.06064928],"study_design_scores_gemma":[0.00001155678,0.00004213247,0.01052582,0.0005441242,0.00002903175,0.001674955,0.6548286,0.001412734,0.0007440136,0.04828472,0.281821,0.00008126949],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6951918,0.001181397,0.01759936,0.009088557,0.0004830004,0.0001078298,0.0003088975,0.0001317424,0.2759075],"genre_scores_gemma":[0.9790068,0.0003516338,0.002476894,0.0002829933,0.00007548802,0.00004179234,0.0000889978,0.00007485331,0.01760055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01428396,"threshold_uncertainty_score":0.03772736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1587547954111683,"score_gpt":0.3257335668776895,"score_spread":0.1669787714665212,"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."}}