{"id":"W4387331767","doi":"10.1007/978-3-031-26588-4_12","title":"Filter, Map, Reduce","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Ste. Anne's Hospital","funders":"","keywords":"Computer science; Filter (signal processing); Computer vision","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007174501,0.002258324,0.001149774,0.003681428,0.001241757,0.00607379,0.002181216,0.001786386,0.2033788],"category_scores_gemma":[0.004344943,0.001060365,0.001316174,0.006214495,0.000798792,0.005432191,0.00232306,0.002193376,0.1920613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001070282,"about_ca_system_score_gemma":0.001724646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01250877,"about_ca_topic_score_gemma":0.01692168,"domain_scores_codex":[0.99864,0.00007126877,0.00006433969,0.0002025901,0.0009117558,0.0001101195],"domain_scores_gemma":[0.9988011,0.0002625902,0.00003980556,0.0002940764,0.0005092954,0.00009319575],"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":[0.00002420282,0.00001443497,0.00005531106,0.0002553936,0.00001148254,0.00004364013,0.00005246964,0.0002382624,0.001112939,0.01288985,0.810494,0.1748081],"study_design_scores_gemma":[0.000007727117,0.000005939939,0.0001177274,0.00004266499,0.000006703391,0.000107337,0.00001837658,0.0006202983,0.00135039,0.006967583,0.9907392,0.00001597613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001178297,0.00759935,0.33601,0.004443177,0.009479689,0.0004638026,0.02336712,0.1417981,0.4756605],"genre_scores_gemma":[0.009150566,0.01054336,0.2444871,0.005167142,0.00230408,0.0003466351,0.02769515,0.07542188,0.6248839],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2033788,"threshold_uncertainty_score":0.6803697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0721505274351174,"score_gpt":0.3086233061690127,"score_spread":0.2364727787338953,"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."}}