{"id":"W3029677276","doi":"10.1183/23120541.00113-2020","title":"A survey of specialist opinions on biomarker use in severe asthma in Australia: scepticism but hope?","year":2020,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Skepticism; Asthma; Biomarker; Work (physics); Family medicine; Medical education; Internal medicine","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":[0.001683802,0.0001427225,0.0004413422,0.000355173,0.00006084006,0.00009535936,0.0004683973,0.0001252775,0.001536831],"category_scores_gemma":[0.002506729,0.0001180606,0.00005960652,0.001456664,0.0002566628,0.0001833284,0.0004436017,0.000600737,0.0003293494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081442,"about_ca_system_score_gemma":0.0005899682,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01660858,"about_ca_topic_score_gemma":0.006354217,"domain_scores_codex":[0.9969042,0.0009986249,0.0004268911,0.0004467013,0.0007533339,0.0004702652],"domain_scores_gemma":[0.9984006,0.0004945565,0.00004836517,0.0004083528,0.0002536196,0.0003945269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004708421,0.001101651,0.9108183,0.0001791627,0.00003554504,0.001086146,0.0004535611,0.00002553427,0.001559298,0.0002670478,0.07431441,0.005450898],"study_design_scores_gemma":[0.002626962,0.0006599847,0.9833724,0.0003418469,0.000002495488,0.000003688823,0.0003325715,0.00009105463,0.0003006317,0.00001204387,0.01213579,0.0001205061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906994,0.00005922324,0.000001364593,0.002640905,0.00005304245,0.001397467,0.0002890856,0.000008144928,0.004851395],"genre_scores_gemma":[0.9959213,0.0000184296,0.00005933971,0.0003372169,0.00008852324,0.00004733398,0.0001363554,0.00002536685,0.003366201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0725541,"threshold_uncertainty_score":0.9993759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.37309552607228,"score_gpt":0.4695998399502004,"score_spread":0.09650431387792041,"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."}}