{"id":"W2166926403","doi":"10.1109/icip.2007.4379641","title":"Sound from Gramophone Record Groove Surface Orientation","year":2007,"lang":"en","type":"article","venue":"","topic":"Advanced Image Processing Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Orientation (vector space); Groove (engineering); Acoustics; Sound (geography); Computer science; Focus (optics); Computer vision; SIGNAL (programming language); Optics; Artificial intelligence; Materials science; Physics; Mathematics; Geometry","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":[0.0001233118,0.0003638187,0.0002190843,0.0007612762,0.0002284385,0.0004169251,0.0003380784,0.0004294559,0.002582967],"category_scores_gemma":[0.000769441,0.0001188537,0.0002079545,0.0006455751,0.0002538179,0.0002904581,0.0004780903,0.0004267821,0.0007408137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001856535,"about_ca_system_score_gemma":0.0002954589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002897322,"about_ca_topic_score_gemma":0.007565722,"domain_scores_codex":[0.9998903,0.00000682671,0.000003460116,0.0000225412,0.00006156285,0.00001538795],"domain_scores_gemma":[0.9997519,0.0000450534,0.00003243175,0.0000720149,0.00007059077,0.00002803649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008626439,0.00003980746,0.01164072,0.000397825,0.00003989289,0.001882637,0.0008077918,0.006003554,0.532791,0.000634539,0.002712663,0.442187],"study_design_scores_gemma":[0.0001530888,0.001350697,0.3534182,0.0002465852,0.0002204334,0.006386866,0.001251266,0.1071611,0.4892668,0.00172683,0.03859094,0.0002271257],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8965583,0.0004524575,0.09137144,0.0001954956,0.0001692629,0.0001210009,0.002110713,0.001884928,0.007136242],"genre_scores_gemma":[0.9016643,0.0005076426,0.08783352,0.000058913,0.00006996578,0.00004562705,0.001924325,0.0002175778,0.007678103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002897322,"threshold_uncertainty_score":0.008640885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01592457798795462,"score_gpt":0.2947270725370179,"score_spread":0.2788024945490633,"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."}}