{"id":"W4241563488","doi":"10.1111/resp.13699_249","title":"MIPAF STUDY: MALAYSIAN OBSERVATIONAL STUDY TO DESCRIBE IDIOPATHIC PULMONARY FIBROSIS (IPF) BASELINE PRESENTATION AND OUTCOME WITH ANTI FIBROTIC","year":2019,"lang":"en","type":"article","venue":"Respirology","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Idiopathic pulmonary fibrosis; Observational study; Presentation (obstetrics); Baseline (sea); Internal medicine; Pulmonary fibrosis; Fibrosis; Lung; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006121728,0.0003190824,0.0006963785,0.0002736729,0.0001268992,0.0000398192,0.0001573614,0.0001049999,0.0002008043],"category_scores_gemma":[0.0001349059,0.0002600836,0.00009446862,0.0003601923,0.00007406808,0.000196029,0.0001633412,0.0002706775,0.0001239807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007599268,"about_ca_system_score_gemma":0.0001185394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002769653,"about_ca_topic_score_gemma":0.00004426901,"domain_scores_codex":[0.9973183,0.000368036,0.0005978441,0.0007807359,0.0004948787,0.000440255],"domain_scores_gemma":[0.9986529,0.000132905,0.0001340464,0.0005692935,0.0001960301,0.0003148256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009378015,0.001907725,0.980968,0.0002300266,0.0001329308,0.0004162464,0.00059008,0.0002179293,0.005554737,0.00006955478,0.00008677194,0.0004479736],"study_design_scores_gemma":[0.002280873,0.02812418,0.9644989,0.0001532704,0.000371352,0.0001728022,0.001882432,0.00192498,0.00003354138,0.00003157919,0.0002541541,0.0002719689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937045,0.0002096343,0.0001598318,0.002196214,0.0001802662,0.003194663,0.00003886258,0.00007970732,0.0002363469],"genre_scores_gemma":[0.9971525,0.000005484448,0.0003842016,0.00112209,0.0002693555,0.000147134,0.00006443087,0.0000526234,0.0008021866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02621645,"threshold_uncertainty_score":0.9999852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04743837442642682,"score_gpt":0.321911413897585,"score_spread":0.2744730394711582,"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."}}