{"id":"W4408815486","doi":"10.63485/tghpp-naa45","title":"The Kirtas-BookSurge book digitization program","year":2007,"lang":"en","type":"preprint","venue":"","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digitization; Computer science; Telecommunications","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001172728,0.0004171453,0.0003604079,0.003247667,0.001798659,0.003289712,0.001304502,0.0005734441,0.3181345],"category_scores_gemma":[0.002981872,0.0004677543,0.0002510422,0.004013954,0.0006736189,0.002573641,0.002840224,0.00129921,0.1128255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001588976,"about_ca_system_score_gemma":0.004143632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01789887,"about_ca_topic_score_gemma":0.04501007,"domain_scores_codex":[0.9986993,0.00007592719,0.00002847275,0.0001761383,0.0008702817,0.0001498044],"domain_scores_gemma":[0.997921,0.000190805,0.00008435034,0.0006156857,0.0007102832,0.0004777921],"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":[0.0001029374,0.00007826175,0.0009421512,0.0001025727,0.000005418638,0.00006096741,0.0003418049,0.00007666186,0.001901899,0.01705187,0.7815243,0.1978112],"study_design_scores_gemma":[0.00002737022,0.00001712653,0.002091553,0.0000170907,0.000003339894,0.00009072166,0.0001242317,0.0002496575,0.002166288,0.001041178,0.9941636,0.000007893623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006266353,0.0004165252,0.006649586,0.00129258,0.0002989776,0.0004950889,0.01391982,0.01133272,0.9593284],"genre_scores_gemma":[0.0271776,0.0007444719,0.01708452,0.0004917342,0.0001474542,0.000692294,0.02672376,0.002507644,0.9244305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9967103,"threshold_uncertainty_score":0.9725984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05925656277914408,"score_gpt":0.2734003667942592,"score_spread":0.2141438040151151,"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."}}