{"id":"W2803179937","doi":"10.2196/resprot.9767","title":"Exploring the Waveform Characteristics of Tidal Breathing Carbon Dioxide, Measured Using the N-Tidal C Device in Different Breathing Conditions (The General Breathing Record Study): Protocol for an Observational, Longitudinal Study","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breathing; Observational study; Tidal volume; Environmental science; Medicine; Waveform; Anesthesia; Computer science; Respiratory system; Internal medicine; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004847872,0.0005155153,0.0005829815,0.0003376208,0.00142735,0.0004916695,0.0013351,0.0001052296,0.000009554339],"category_scores_gemma":[0.0004481417,0.0003063955,0.0001465022,0.001068688,0.0003164268,0.001036032,0.0004946748,0.001330772,0.000002211551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008030718,"about_ca_system_score_gemma":0.0002001646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001008263,"about_ca_topic_score_gemma":0.0007147464,"domain_scores_codex":[0.9943044,0.00113165,0.001161116,0.000642886,0.00167121,0.001088731],"domain_scores_gemma":[0.9963169,0.001092143,0.00025721,0.001176814,0.000996654,0.0001603436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001180414,0.003085594,0.7930732,0.001354566,0.0004248745,0.00008303796,0.0320714,0.001068718,0.1614414,0.0002109771,0.00004739279,0.005958447],"study_design_scores_gemma":[0.006670041,0.005459083,0.9099981,0.004292173,0.00006320523,0.00006818258,0.01393875,0.02575649,0.03162024,0.0004452301,0.0006230572,0.001065433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.5105502,3.923791e-7,0.0002713645,0.00003393684,0.00004697871,0.4889679,0.00001411355,0.0000740944,0.00004104242],"genre_scores_gemma":[0.4555979,7.652e-8,0.0002595103,0.00000440272,0.0009428891,0.5431038,0.000003685971,0.00007678285,0.00001102842],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.1298211,"threshold_uncertainty_score":0.9999388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6351441853815349,"score_gpt":0.5196606828330255,"score_spread":0.1154835025485095,"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."}}