{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001439811,0.0006454816,0.0005322767,0.002165149,0.001329579,0.002609225,0.001909238,0.0005291853,0.05961706],"category_scores_gemma":[0.004941372,0.0004064694,0.0006466348,0.002138809,0.001939769,0.003554361,0.004627863,0.001551786,0.01547282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009198187,"about_ca_system_score_gemma":0.0008943183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007381826,"about_ca_topic_score_gemma":0.00085811,"domain_scores_codex":[0.9980432,0.0002514551,0.0000998559,0.0004286205,0.001014431,0.0001625541],"domain_scores_gemma":[0.994893,0.0009456714,0.0002781744,0.002790024,0.0009119046,0.000181381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004499178,0.0003238103,0.001896602,0.0008495922,0.00007211457,0.001117937,0.002606022,0.006192657,0.06445526,0.3233935,0.0500907,0.5485519],"study_design_scores_gemma":[0.00008807818,0.0003250709,0.001636227,0.0001331177,0.00006083358,0.001207096,0.001096292,0.007361542,0.1174249,0.06161321,0.8089759,0.00007775125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1416176,0.004542807,0.3983248,0.002399814,0.004019953,0.001261551,0.001780014,0.009643379,0.4364101],"genre_scores_gemma":[0.4898076,0.003999447,0.1517923,0.0009823028,0.0006424313,0.0007146092,0.002356482,0.002794179,0.3469107],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05961706,"threshold_uncertainty_score":0.1994389,"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."}}