{"id":"W4237477715","doi":"10.1038/modpathol.2011.34","title":"Pulmonary","year":2011,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"North York General Hospital; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001473007,0.0001548709,0.0002677717,0.0001469737,0.0000624418,0.000003687892,0.0001504178,0.0001423949,0.001779069],"category_scores_gemma":[0.00005023392,0.0001413416,0.0001122491,0.0001233189,0.00027224,0.00006984792,0.0001482391,0.0002817317,0.0006360739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001083829,"about_ca_system_score_gemma":0.0001404661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000286167,"about_ca_topic_score_gemma":0.000002744488,"domain_scores_codex":[0.9985801,0.00008303677,0.0001912457,0.0004558409,0.0002198313,0.0004699661],"domain_scores_gemma":[0.9990178,0.00002220959,0.00003788504,0.0005818048,0.00009387654,0.0002464065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001965315,0.002553864,0.4741999,0.0005715174,0.0001771648,0.06449728,0.003147742,0.00000458369,0.07615277,0.005718472,0.001067483,0.3699439],"study_design_scores_gemma":[0.0009582291,0.0001872841,0.9694585,0.00002555388,0.00007307679,0.00542943,0.0001193595,0.003283949,0.002004661,0.01688123,0.001359699,0.0002190832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8101186,0.001306275,0.001552357,0.0003032999,0.0001696382,0.0003709302,0.00002012843,0.0001405783,0.1860182],"genre_scores_gemma":[0.9938423,0.00004217336,0.00129308,0.0004000708,0.0001328741,0.00005599254,0.00003106448,0.00004071869,0.004161723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4952586,"threshold_uncertainty_score":0.9991335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0440156925419803,"score_gpt":0.2925625257748777,"score_spread":0.2485468332328974,"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."}}