{"id":"W7132979080","doi":"","title":"Treatment Monitoring of Pediatric Cystic Fibrosis Lung Disease using Free Breathing Lung MRI","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Hospital for Sick Children","keywords":"Cystic fibrosis; Ventilation (architecture); Lung; Breathing; Exacerbation; Lung volumes; Expiration; Lung disease; Repeatability","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003467569,0.0002631312,0.0003258018,0.0003602777,0.0000980359,0.0002488571,0.000214814,0.0003864854,0.0005116928],"category_scores_gemma":[0.0004471513,0.0001388612,0.0002287434,0.0002122993,0.000134753,0.0002966964,0.0001426499,0.0004387105,0.000115183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001342642,"about_ca_system_score_gemma":0.0001377949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003989932,"about_ca_topic_score_gemma":0.0007567548,"domain_scores_codex":[0.9998189,0.00005055092,0.00001185283,0.00004492418,0.00005494471,0.00001898697],"domain_scores_gemma":[0.9997422,0.00006605534,0.00008200918,0.0000220914,0.00006396433,0.00002367732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001050379,0.0002244085,0.0883745,0.0005913585,0.0001115292,0.00189672,0.0003776885,0.001729719,0.7341095,0.0002209039,0.001377988,0.1699353],"study_design_scores_gemma":[0.00007856837,0.005453466,0.5817242,0.000182724,0.0003939579,0.0118327,0.0004526799,0.0106636,0.3779605,0.0003306299,0.01084759,0.00007932587],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717206,0.007613785,0.01737273,0.0001902106,0.00003415675,0.000117484,0.0004396851,0.0002284834,0.002282955],"genre_scores_gemma":[0.9756227,0.00425928,0.01787888,0.0001370223,0.00005569872,0.0001470262,0.0005693592,0.00005128095,0.001278806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005116928,"threshold_uncertainty_score":0.001833797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02281591051167512,"score_gpt":0.3605820810649016,"score_spread":0.3377661705532265,"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."}}