{"id":"W7134193111","doi":"10.1109/bigdata66926.2025.11402097","title":"Efficient Neural Architectures for Real-Time ECG Interpretation on Limited Hardware","year":2025,"lang":"","type":"article","venue":"","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria","funders":"","keywords":"Interpretation (philosophy); Artificial neural network; Feature (linguistics); Noise (video); Pattern recognition (psychology)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003065845,0.0003577705,0.0005989334,0.0006911643,0.0002456187,0.00007872943,0.0001765365,0.0001731452,0.000226572],"category_scores_gemma":[0.0007732677,0.0002863582,0.0005256461,0.0006360792,0.00007902468,0.000007367586,0.00005740863,0.0003126835,0.00009222003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647487,"about_ca_system_score_gemma":0.0001056132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001356842,"about_ca_topic_score_gemma":0.000008763561,"domain_scores_codex":[0.9978544,0.0001235634,0.0005818809,0.0006434004,0.0003169669,0.0004797496],"domain_scores_gemma":[0.9981024,0.0008575791,0.000135602,0.0005408165,0.0001939236,0.0001696231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00604593,0.001488858,0.006056246,0.001242216,0.002235391,0.00003306661,0.002633451,0.315777,0.02631478,0.0002095176,0.01066955,0.627294],"study_design_scores_gemma":[0.001569402,0.0009481466,0.003967002,0.001302796,0.001178056,0.000001575222,0.0004036411,0.9787673,0.0111006,0.00006864659,0.000461992,0.0002308613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562335,0.0004633969,0.01616977,0.005226883,0.001495736,0.0009888237,0.00003433509,0.0002529252,0.01913461],"genre_scores_gemma":[0.9565358,0.00002440306,0.001486045,0.0009082264,0.0004635076,0.00006018284,0.0000598661,0.00003106422,0.0404309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6629903,"threshold_uncertainty_score":0.9999589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01071110974394797,"score_gpt":0.297107479495618,"score_spread":0.28639636975167,"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."}}