{"id":"W2744121074","doi":"10.1016/j.chest.2017.05.020","title":"Precision Medicine Urgency","year":2017,"lang":"en","type":"editorial","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Medical physics; Intensive care medicine; Traditional 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01918332,0.00488271,0.007412169,0.006124084,0.004761591,0.01704048,0.004616949,0.02555788,0.02026008],"category_scores_gemma":[0.06981493,0.002274739,0.004853307,0.002688897,0.005662128,0.006470407,0.003523474,0.03800248,0.01532104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005401098,"about_ca_system_score_gemma":0.008785937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002277804,"about_ca_topic_score_gemma":0.006671627,"domain_scores_codex":[0.9792135,0.004874893,0.002651923,0.001713958,0.01049451,0.001051218],"domain_scores_gemma":[0.9435048,0.02628755,0.003691171,0.00275148,0.01822774,0.005537231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004528244,0.00002104175,0.00003745674,0.000399055,0.00005156235,0.00006789704,0.000016381,0.00002566574,0.00003731947,0.0007581325,0.9910907,0.007449427],"study_design_scores_gemma":[0.0001596303,0.00005184386,0.0002269586,0.001079142,0.0001407614,0.0001539594,0.0000462914,0.0001340822,0.00008179669,0.002779506,0.995118,0.00002809052],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001954871,0.006463597,0.0001282258,0.0403767,0.9516916,0.00002126177,0.00004387788,0.00005512118,0.001200112],"genre_scores_gemma":[0.000271269,0.004380781,0.0001684063,0.03627304,0.9536407,0.00002997074,0.00002832878,0.00002535591,0.005182095],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02555788,"threshold_uncertainty_score":0.1014523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02990642192184549,"score_gpt":0.3614318507322938,"score_spread":0.3315254288104483,"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."}}