{"id":"W1993412755","doi":"10.1118/1.4740119","title":"Poster - Thur Eve - 11: A realistic respiratory trace generator and its application to respiratory management techniques","year":2012,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Respiratory monitoring; Respiratory system; Computer science; Radiation therapy; Generator (circuit theory); Software; Breathing; Nuclear medicine; Medicine; Physics; Radiology; Power (physics)","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":[0.001102061,0.0004331384,0.000230563,0.000354191,0.0001790182,0.0008145343,0.0009031094,0.0008210686,0.006747313],"category_scores_gemma":[0.003413948,0.0003089251,0.0004107873,0.0002770477,0.0002497985,0.0006230292,0.0007028594,0.0005549825,0.001700424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003591751,"about_ca_system_score_gemma":0.0004847627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007055529,"about_ca_topic_score_gemma":0.0007938683,"domain_scores_codex":[0.9995584,0.0001173586,0.00002642863,0.00005709265,0.0002189339,0.00002175491],"domain_scores_gemma":[0.9989868,0.0004397805,0.00007324071,0.0002168342,0.0002178843,0.00006537552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008903099,0.0003906306,0.006821361,0.0007532971,0.0001323437,0.0009518381,0.0005117236,0.4191093,0.177821,0.01350941,0.01990815,0.3592006],"study_design_scores_gemma":[0.00009214605,0.0004989203,0.003922812,0.00005462118,0.00003718771,0.000758488,0.00004913504,0.8731056,0.08188864,0.003165484,0.03633612,0.00009087297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07249118,0.0002622691,0.9066772,0.0005409717,0.0003957335,0.0004498304,0.00100314,0.009624858,0.008554797],"genre_scores_gemma":[0.54888,0.0002491604,0.4370234,0.0001721426,0.00007771091,0.0002511169,0.002130526,0.00201243,0.009203505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006747313,"threshold_uncertainty_score":0.02257198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01670618339504396,"score_gpt":0.3063115660838772,"score_spread":0.2896053826888333,"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."}}