{"id":"W4235233753","doi":"10.16995/dm.33","title":"Preface","year":2012,"lang":"en","type":"article","venue":"Digital Medievalist","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Honor; Library science; Columbia university; Medieval studies; Classics; History; Art history; Media studies; Sociology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001122542,0.0008454029,0.0006159592,0.002187682,0.002715087,0.003224194,0.001059277,0.00122228,0.4797652],"category_scores_gemma":[0.006692122,0.0002878066,0.0003680229,0.001621629,0.0005599735,0.002557542,0.002258833,0.003004057,0.2739757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001644368,"about_ca_system_score_gemma":0.001671995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004318522,"about_ca_topic_score_gemma":0.006336825,"domain_scores_codex":[0.9992607,0.00008978668,0.00005126211,0.0001391482,0.0003657952,0.00009328435],"domain_scores_gemma":[0.9974228,0.0003767268,0.0001026004,0.0001791842,0.00140286,0.0005159147],"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":[0.00003182693,0.00001101673,0.0001158488,0.00005846604,7.684594e-7,0.00003941215,0.0001128669,0.00001566274,0.00006455871,0.001559078,0.9771652,0.02082526],"study_design_scores_gemma":[0.000003171467,0.00001160679,0.0004476985,0.00008571299,5.682836e-7,0.00003158357,0.0001203914,0.00001036609,0.0000356403,0.0004386705,0.9988121,0.000002544455],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.003106218,0.00886492,0.002583953,0.03073329,0.1603127,0.0008982359,0.03081502,0.001387483,0.7612983],"genre_scores_gemma":[0.008195347,0.003520379,0.0007163231,0.00597164,0.01521283,0.0003337339,0.01409468,0.0005283689,0.9514267],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5202348,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06025328501065745,"score_gpt":0.2421169072210236,"score_spread":0.1818636222103662,"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."}}