{"id":"W4255981967","doi":"10.32920/ryerson.14665800.v1","title":"Case Studies In Photographic Digitization : Victoria And Albert Museum, The Art Institute Of Chicago, And George Eastman House","year":2021,"lang":"en","type":"preprint","venue":"","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"University of Lethbridge","keywords":"Digitization; George (robot); Library science; Art history; Visual arts; Art; Engineering; Computer science; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.004117376,0.000371636,0.0002825896,0.003119043,0.01223618,0.0040439,0.001571689,0.001607203,0.005619032],"category_scores_gemma":[0.007359358,0.000449634,0.0002960206,0.01173319,0.00646146,0.001738422,0.003943071,0.001789456,0.000307134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01693675,"about_ca_system_score_gemma":0.008999379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2314709,"about_ca_topic_score_gemma":0.5818732,"domain_scores_codex":[0.9956017,0.002002981,0.0001297628,0.0003005046,0.001144421,0.0008207069],"domain_scores_gemma":[0.9921432,0.004469517,0.0007490149,0.0006256415,0.0009017628,0.00111095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005412803,0.0008172761,0.1416286,0.001817425,0.0001023565,0.02703821,0.5011712,0.005745215,0.003481253,0.07436525,0.02860218,0.2146898],"study_design_scores_gemma":[0.00006068948,0.0002716106,0.1526393,0.001037167,0.00008508311,0.005571858,0.5306194,0.0009653209,0.004230906,0.002684068,0.3017295,0.0001050979],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8964201,0.003891009,0.002487224,0.00202141,0.00006737922,0.0005653011,0.0003507732,0.00005425345,0.0941424],"genre_scores_gemma":[0.9722724,0.003270784,0.006490747,0.0002478996,0.00004088559,0.0002617647,0.0002855901,0.00004656834,0.01708336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2314709,"threshold_uncertainty_score":0.4602473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04074819463568233,"score_gpt":0.2504307676792278,"score_spread":0.2096825730435455,"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."}}