{"id":"W4392520476","doi":"10.1136/thorax-2023-221148","title":"Adaptive multi-interventional trial platform to improve patient care for fibrotic interstitial lung diseases","year":2024,"lang":"en","type":"article","venue":"Thorax","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia","funders":"Efficacy and Mechanism Evaluation Programme; National Institute for Health and Care Research","keywords":"Medicine; Lung; Interstitial lung disease; Idiopathic pulmonary fibrosis; Radiology; Intensive care medicine; Pathology; Internal medicine","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":[0.1497857,0.0008877596,0.001122174,0.001128192,0.0006180303,0.002843505,0.001836341,0.002231421,0.007212393],"category_scores_gemma":[0.2060794,0.0003914344,0.001996294,0.0007360707,0.001890998,0.002671827,0.005454213,0.002842111,0.001142629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001934729,"about_ca_system_score_gemma":0.008709474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002319757,"about_ca_topic_score_gemma":0.0002262009,"domain_scores_codex":[0.8130661,0.1754256,0.00416867,0.0029625,0.003259363,0.00111778],"domain_scores_gemma":[0.8523347,0.1084359,0.01768176,0.01123741,0.005092574,0.005217619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.04345119,0.004755094,0.01993109,0.01084004,0.005153082,0.0003641951,0.002052796,0.07324991,0.004949866,0.1223461,0.02259319,0.6903134],"study_design_scores_gemma":[0.0957237,0.09180559,0.02763583,0.01201636,0.0046293,0.0006622311,0.001199071,0.202496,0.009273309,0.4278437,0.1262019,0.0005129487],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1224838,0.01111091,0.7481689,0.03888475,0.004501645,0.05152133,0.001750743,0.002161271,0.01941659],"genre_scores_gemma":[0.504618,0.00160155,0.438341,0.008569424,0.001216485,0.04366843,0.0005321531,0.000177939,0.001275151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1497857,"threshold_uncertainty_score":0.7921521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02199693924057285,"score_gpt":0.3214628945867987,"score_spread":0.2994659553462258,"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."}}