{"id":"W4200152171","doi":"10.1164/rccm.202111-2663ed","title":"If All That You Have Is a Hammer…: Can We Phenotype Our Patients with Chronic Obstructive Pulmonary Disease?","year":2021,"lang":"en","type":"letter","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Muscular Dystrophy Canada; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Pulmonary disease; Phenotype; Hammer; Clinical phenotype; Chronic disease; Disease; Intensive care medicine; Internal medicine; Gene; Genetics","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":[0.003320175,0.0007154591,0.001280723,0.0007344231,0.006306485,0.002909744,0.001397168,0.03795785,0.004767619],"category_scores_gemma":[0.02732965,0.0006001181,0.001029851,0.0005942496,0.002594876,0.00434451,0.001625256,0.03978562,0.003289082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003761713,"about_ca_system_score_gemma":0.006802346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01293556,"about_ca_topic_score_gemma":0.02093793,"domain_scores_codex":[0.9970401,0.00107492,0.0004493246,0.0002816517,0.0006585266,0.0004954603],"domain_scores_gemma":[0.9905958,0.003337883,0.0004992773,0.0002841694,0.001930034,0.00335286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00008203593,0.000209552,0.01030823,0.00008159984,0.00004167898,0.00954568,0.0006611437,0.0001153358,0.0003204879,0.002839443,0.957962,0.01783287],"study_design_scores_gemma":[0.0004285997,0.0004419511,0.01583796,0.001981636,0.0001533854,0.03439769,0.006085026,0.001574917,0.0003725739,0.03011866,0.908328,0.0002794623],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008233391,0.0005965133,0.00007956886,0.9895059,0.007425739,0.000009572046,0.00001506799,0.0000110213,0.001533239],"genre_scores_gemma":[0.005774538,0.001063,0.0003792725,0.9712179,0.01818017,0.00003286745,0.00002178776,0.00001517196,0.003315365],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03795785,"threshold_uncertainty_score":0.02729321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02228421877810911,"score_gpt":0.3022472189291211,"score_spread":0.279963000151012,"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."}}