{"id":"W4377837477","doi":"10.2352/issn.2168-3204.2012.9.1.art00012","title":"A New Beginning: Collaborative Partnerships for Digitizing and Indexing Military Records of the Directorate of History and Heritage Archives","year":2012,"lang":"en","type":"article","venue":"Archiving Conference","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Department of National Defence","funders":"","keywords":"Search engine indexing; History; Archival science; Library science; Visual arts; World Wide Web; Computer science; Archaeology; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002030474,0.00009390878,0.0001607623,0.00006433231,0.000117565,0.00002956712,0.0002070525,0.00001995174,7.652945e-7],"category_scores_gemma":[0.0001668746,0.00007491122,0.00002613652,0.00009827882,0.0003663098,0.0004451228,0.0001595557,0.0000942089,4.808715e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001044267,"about_ca_system_score_gemma":0.0003425863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003983824,"about_ca_topic_score_gemma":0.0000255604,"domain_scores_codex":[0.9993003,0.00009433969,0.0001754564,0.0001728995,0.00008061672,0.000176362],"domain_scores_gemma":[0.9991712,0.0003947314,0.000149967,0.000167689,0.00004673754,0.00006966598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004495792,0.00003695723,0.1190037,0.0005033414,0.00004700085,4.294014e-7,0.08231869,0.000004221177,0.04215261,0.03524489,0.000134991,0.7205082],"study_design_scores_gemma":[0.003106784,0.0007843495,0.6065519,0.006120481,0.000163267,0.0002092698,0.007644708,0.1060051,0.1483989,0.1045998,0.01455195,0.001863557],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6712193,0.004217363,0.3211339,0.0003333312,0.0004468755,0.0002170023,0.000006219316,0.00004402671,0.002381874],"genre_scores_gemma":[0.9192094,0.00004343405,0.0804755,0.00001707426,0.00003298137,0.000005890769,4.10017e-7,0.000004831271,0.0002105116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7186446,"threshold_uncertainty_score":0.3054791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04187789935894849,"score_gpt":0.2395894919711806,"score_spread":0.1977115926122321,"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."}}