{"id":"W2105742708","doi":"10.1177/1479972312471550","title":"Reducing emergency room utilization in end-stage COPD – feasible or fantasy?","year":2013,"lang":"en","type":"article","venue":"Chronic Respiratory Disease","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; COPD; Pulmonary disease; Intensive care medicine; Fantasy; Anxiety; Stage (stratigraphy); Internal medicine; Psychiatry","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003255761,0.0004775816,0.0005419445,0.0005501948,0.000222977,0.00007013198,0.0003892164,0.000168858,0.04364019],"category_scores_gemma":[0.0005600218,0.0004268985,0.0002535125,0.001137131,0.000193512,0.0007190924,0.0002373487,0.0005136121,0.00112727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002519466,"about_ca_system_score_gemma":0.004509472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000229675,"about_ca_topic_score_gemma":0.0001307653,"domain_scores_codex":[0.9956626,0.0002865625,0.0008714008,0.001088462,0.0009652156,0.001125714],"domain_scores_gemma":[0.9966345,0.00007358355,0.0001960326,0.001324422,0.0003149259,0.001456569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004517862,0.005003741,0.6021993,0.01446331,0.0004246795,0.005815646,0.0006509073,0.003064214,0.02173914,0.002936463,0.1016094,0.2375753],"study_design_scores_gemma":[0.006061794,0.0003477726,0.8918808,0.0006387887,0.0001514351,0.00001301873,0.0003548837,0.01334672,0.0009496142,0.0003003465,0.08519514,0.0007597105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670329,0.02143253,0.0001529093,0.000616386,0.000525534,0.003557996,0.0002223173,0.0002525107,0.006206934],"genre_scores_gemma":[0.9873013,0.0005323918,0.00006288696,0.0004410734,0.0006611579,0.0007394434,0.0002779129,0.0001401742,0.009843666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2896815,"threshold_uncertainty_score":0.9998183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06348575750135503,"score_gpt":0.3492206923338522,"score_spread":0.2857349348324971,"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."}}