{"id":"W1983553197","doi":"10.1371/journal.pone.0088567","title":"Candidate Markers Associated with the Probability of Future Pulmonary Exacerbations in Cystic Fibrosis Patients","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital; McGill University Health Centre; McGill University","funders":"Canadian Institutes of Health Research; Fondo Nacional de Ciencia Tecnología e Innovación; Cystic Fibrosis Canada; Ministère du Développement Économique, de l’Innovation et de l’Exportation","keywords":"Internal medicine; Medicine; Gastroenterology; Cystic fibrosis; C-reactive protein; Spirometry; Prospective cohort study; Immunology; Inflammation; Asthma","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":[0.0004351796,0.0003942739,0.0004784705,0.0006161222,0.0003949745,0.0005476588,0.0002129805,0.0006176099,0.00143886],"category_scores_gemma":[0.002109881,0.0001658179,0.000389654,0.0006769932,0.0001524643,0.0002836477,0.0002487207,0.0005161879,0.0001961198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002162447,"about_ca_system_score_gemma":0.0002523813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001180758,"about_ca_topic_score_gemma":0.001137649,"domain_scores_codex":[0.9997486,0.0000667301,0.00003651775,0.00005753712,0.00004393223,0.00004669186],"domain_scores_gemma":[0.9987071,0.0003503663,0.0005761929,0.00003945345,0.0001157268,0.0002111284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001430632,0.00002164988,0.9983823,0.00000852964,0.00002367181,0.00006691509,0.00001303196,0.00005267324,0.0002149407,0.000005422043,0.00003912063,0.001028652],"study_design_scores_gemma":[0.000006409413,0.0001576719,0.9985876,0.000009205531,0.00004005074,0.0004008826,0.00004743582,0.0004867738,0.0001150228,0.00002697321,0.0001186015,0.000003467942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987068,0.0006735869,0.0001258445,0.00005810152,0.000005767288,0.000007814936,0.0001996245,0.000004076804,0.0002183763],"genre_scores_gemma":[0.9994898,0.00009080646,0.0001333507,0.00001366431,0.000009026049,0.000006373262,0.0001936831,7.742151e-7,0.00006239471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00143886,"threshold_uncertainty_score":0.004813433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0142597655870596,"score_gpt":0.228411576577037,"score_spread":0.2141518109899773,"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."}}