{"id":"W7047779253","doi":"","title":"Is Equalization Broken? Can Equalization be Fixed?","year":2007,"lang":"en","type":"report","venue":"QSpace (Queen's University Library)","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Equalization (audio); Control theory (sociology); Noise (video); Folio; Process (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004536861,0.0003742888,0.001155872,0.00135577,0.006866795,0.01370158,0.001517506,0.005350846,0.06540169],"category_scores_gemma":[0.02002516,0.0003032465,0.0005303543,0.00210728,0.01082489,0.01428915,0.003799123,0.008033928,0.003046538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02425579,"about_ca_system_score_gemma":0.04410045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3468669,"about_ca_topic_score_gemma":0.3386121,"domain_scores_codex":[0.9946058,0.0005443972,0.0001240767,0.0006582345,0.001435524,0.002632062],"domain_scores_gemma":[0.993784,0.001747966,0.0006128167,0.0005743469,0.00215484,0.001126037],"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":[0.0001154167,0.00004589985,0.00223901,0.00005858393,0.00002946802,0.000077937,0.000447764,0.0003393397,0.00008538548,0.8722408,0.1025732,0.02174727],"study_design_scores_gemma":[0.00007534851,0.00002675409,0.007442247,0.000497875,0.00006541512,0.00005561766,0.004858321,0.0005257683,0.0005132143,0.7142636,0.2716136,0.00006227256],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03235521,0.006517085,0.002752281,0.4776542,0.003904702,0.00006567739,0.002073224,0.0001683373,0.4745093],"genre_scores_gemma":[0.8143685,0.006090659,0.001110325,0.05779991,0.001987419,0.00006623401,0.0007292596,0.0001622437,0.1176855],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6531332,"threshold_uncertainty_score":0.6896958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01584768942737571,"score_gpt":0.226809859371282,"score_spread":0.2109621699439063,"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."}}