{"id":"W4287678487","doi":"","title":"A Proposed Approach to Chronic Airway Disease (CAD) Using Therapeutic Goals and Treatable Traits: A Look to the Future","year":2020,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CAD; Medicine; Disease; Intensive care medicine; Chronic disease; Computer science; Computational biology; Biology; Engineering; Internal medicine; Engineering drawing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001068012,0.0003835272,0.0008174805,0.0003957759,0.0004558006,0.0009691835,0.001633391,0.000132201,0.001703599],"category_scores_gemma":[0.0001977724,0.0002428334,0.0001929698,0.001818041,0.0001415446,0.0008913541,0.0006656253,0.0007943027,0.00003060191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001750886,"about_ca_system_score_gemma":0.0008536886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007658415,"about_ca_topic_score_gemma":0.00001051901,"domain_scores_codex":[0.9965878,0.0004492157,0.0006371781,0.0006824368,0.001046047,0.0005973193],"domain_scores_gemma":[0.9974558,0.0001200543,0.0002347345,0.0005299943,0.0002746441,0.00138475],"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":[0.01079791,0.001665598,0.08679814,0.002041671,0.00194014,0.0004543426,0.003928836,0.00494122,0.5853659,0.0002650266,0.05889304,0.2429082],"study_design_scores_gemma":[0.008180803,0.0008103443,0.5931137,0.002988461,0.001953386,0.0001554955,0.002545868,0.006871487,0.03512366,0.0008349476,0.34548,0.001941832],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8489884,0.1314034,0.001433017,0.009761284,0.0002221589,0.004613608,0.00008631941,0.00006869684,0.003423173],"genre_scores_gemma":[0.9870297,0.004314908,0.0002144726,0.00620266,0.001418104,0.000127645,0.00000912197,0.00009658921,0.0005868191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5502422,"threshold_uncertainty_score":0.999209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2769679315705372,"score_gpt":0.5313711727373902,"score_spread":0.254403241166853,"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."}}