{"id":"W7162069776","doi":"10.82308/13730","title":"Pulmonary function tests as surrogate markers of interstitial lung disease onset in systemic sclerosis","year":2020,"lang":"en","type":"dissertation","venue":"","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung disease; Interstitial lung disease; Respiratory disease; Lung function; Pulmonary function testing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038448,0.0007252676,0.00123983,0.001855562,0.0003207426,0.00184718,0.0005870023,0.0009314416,0.001556426],"category_scores_gemma":[0.008018436,0.00025667,0.0009402354,0.001371804,0.0004137904,0.001106893,0.0006801873,0.001365337,0.0004047988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004672666,"about_ca_system_score_gemma":0.0007541163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001517272,"about_ca_topic_score_gemma":0.002972871,"domain_scores_codex":[0.9964467,0.001912442,0.0004912909,0.0002821205,0.000636319,0.0002311555],"domain_scores_gemma":[0.9911458,0.004311357,0.002451225,0.0003097834,0.001197327,0.0005844402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003044013,0.0003383137,0.9351476,0.0009613695,0.0007565024,0.000314533,0.000278829,0.0003632661,0.002299255,0.0002125306,0.0008209873,0.05546274],"study_design_scores_gemma":[0.000128876,0.002986011,0.983296,0.0008350931,0.0009394676,0.001786203,0.0004611319,0.002177418,0.002615717,0.0004400163,0.004270882,0.00006322689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8740427,0.1110159,0.003591145,0.0009792263,0.0003750496,0.0002816315,0.00183592,0.00009740166,0.007780861],"genre_scores_gemma":[0.9875348,0.007712665,0.002099386,0.0003850847,0.0002085121,0.0001936802,0.0007965987,0.00001097278,0.001058359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0038448,"threshold_uncertainty_score":0.02033347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656107801642598,"score_gpt":0.259715898526606,"score_spread":0.24315482051018,"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."}}