{"id":"W1540457878","doi":"10.1002/9780470744635.ch17","title":"Conformance Testing, Reference Software, and Implementations","year":2009,"lang":"en","type":"other","venue":"","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia; University of New South Wales","keywords":"Implementation; Computer science; Conformance testing; Software; Software implementation; JPEG; Software testing; Software engineering; Programming language; Operating system; Data compression; Standardization; Algorithm","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01132498,0.001522204,0.0009820875,0.003345849,0.0008250574,0.003543613,0.00397417,0.002066493,0.02496303],"category_scores_gemma":[0.06675716,0.0011141,0.001200247,0.002394084,0.001673891,0.005452007,0.002348037,0.002706209,0.008275796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001136892,"about_ca_system_score_gemma":0.001987111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001659617,"about_ca_topic_score_gemma":0.001638556,"domain_scores_codex":[0.9726111,0.00773401,0.002418237,0.00184129,0.01438786,0.001007492],"domain_scores_gemma":[0.967103,0.01318663,0.001362282,0.009550808,0.008514305,0.0002829583],"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":[0.0004284777,0.000449147,0.001952056,0.0008741604,0.00007366713,0.0004695028,0.0008783739,0.01037661,0.01379896,0.0835563,0.05158027,0.8355625],"study_design_scores_gemma":[0.0003242886,0.001094464,0.00301546,0.002534312,0.0002168749,0.003362221,0.0007287905,0.1524868,0.1623215,0.1627987,0.5107319,0.0003846871],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009310181,0.001500279,0.9304594,0.0007648747,0.0003721762,0.0004859452,0.0004750864,0.03198729,0.02464472],"genre_scores_gemma":[0.1502126,0.002375109,0.7936838,0.001133343,0.000341669,0.00106441,0.004093362,0.0202815,0.02681412],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02496303,"threshold_uncertainty_score":0.08350962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05674193155616512,"score_gpt":0.3297978891704409,"score_spread":0.2730559576142758,"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."}}