{"id":"W4391676163","doi":"10.1002/9781119825883.ch5","title":"Analysis of Waveshape and Waveform Complexity","year":2024,"lang":"en","type":"other","venue":"","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Calgary","funders":"","keywords":"Waveform; Computer science; Telecommunications","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":[0.001777671,0.0006721638,0.0006189278,0.004472611,0.0005677947,0.004250145,0.0006953955,0.0007455063,0.004302704],"category_scores_gemma":[0.016846,0.0002486235,0.0004809308,0.004422493,0.001544203,0.003756898,0.001422889,0.001015362,0.001002013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007464906,"about_ca_system_score_gemma":0.0005590658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001583426,"about_ca_topic_score_gemma":0.001031276,"domain_scores_codex":[0.9976022,0.0004496688,0.0001662582,0.0005081972,0.001149854,0.0001238258],"domain_scores_gemma":[0.9909667,0.005471124,0.001200251,0.0007922113,0.001400131,0.0001696504],"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":[0.0002091369,0.0000985247,0.02044298,0.0005630983,0.0001130186,0.0008746137,0.001120769,0.05452318,0.01716605,0.234173,0.007906881,0.6628087],"study_design_scores_gemma":[0.00001849985,0.0001396588,0.04644815,0.0002695794,0.0001059584,0.003176467,0.001803109,0.5373094,0.01565042,0.3333361,0.06154768,0.0001949982],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06838378,0.002785276,0.8856824,0.001285124,0.0001282635,0.0001437948,0.001140512,0.0005607058,0.03989015],"genre_scores_gemma":[0.5914745,0.005332802,0.3817772,0.0002511788,0.0005575393,0.0001952889,0.002208247,0.0003438754,0.01785931],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004472611,"threshold_uncertainty_score":0.01439399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03880067649963878,"score_gpt":0.3235332009444664,"score_spread":0.2847325244448277,"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."}}