{"id":"W2184649796","doi":"10.5446/21274","title":"Small Scale Retrodigitization","year":2012,"lang":"en","type":"article","venue":"Czech digital mathematics library","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Digitization; Scale (ratio); Point (geometry); Computer science; Data science; Operations research; Library science; Mathematics; Geography; Cartography; Telecommunications","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00019451,0.0002121278,0.0002298669,0.000165136,0.0001465283,0.001749113,0.0008651651,0.00008671254,0.00004888098],"category_scores_gemma":[0.0001315873,0.0001903862,0.00008935362,0.0004777939,0.0000461023,0.01348727,0.000516981,0.0001239052,0.0004754267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001848149,"about_ca_system_score_gemma":0.00005946275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.757106e-8,"about_ca_topic_score_gemma":1.394059e-8,"domain_scores_codex":[0.9984698,0.00001218338,0.0005838491,0.0001863551,0.0003018327,0.0004460143],"domain_scores_gemma":[0.9986867,0.0001336441,0.0003110417,0.0005920906,0.00005182057,0.0002247478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001888032,0.0006238592,0.003312432,0.001123681,0.00002922687,0.000002244488,0.01287054,0.00002561956,0.00005620484,0.9037901,0.009078261,0.06908602],"study_design_scores_gemma":[0.0007604295,0.00011113,0.0009856045,0.0007649395,0.00002449274,0.000294391,0.001047356,0.2907084,0.02081577,0.6414303,0.04134059,0.001716631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01900145,0.0001018631,0.7334648,0.0001677802,0.0002602717,0.0001522093,0.000005102745,0.0008139214,0.2460326],"genre_scores_gemma":[0.639491,0.000009421856,0.3565616,0.0005377877,0.0002498021,0.00001206592,0.00003687241,0.00004158323,0.003059814],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6204895,"threshold_uncertainty_score":0.9992872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02115837081681449,"score_gpt":0.1986656195506153,"score_spread":0.1775072487338008,"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."}}