{"id":"W4409011886","doi":"10.7326/annals-25-00797","title":"Pulmonology: What You May Have Missed in 2024","year":2025,"lang":"en","type":"review","venue":"Annals of Internal Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Pulmonology; Internal medicine; Intensive care 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":[0.005857039,0.001412772,0.004382166,0.007824765,0.001224982,0.006610372,0.001703789,0.006432166,0.04398457],"category_scores_gemma":[0.02040499,0.001040922,0.002584001,0.006655142,0.0009277,0.01169999,0.003267775,0.00349751,0.013202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002082865,"about_ca_system_score_gemma":0.005106742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002427493,"about_ca_topic_score_gemma":0.004983,"domain_scores_codex":[0.99691,0.0006826254,0.0008940923,0.0002799839,0.0009251997,0.0003081985],"domain_scores_gemma":[0.9792198,0.006462227,0.003433525,0.0004053244,0.008148017,0.002331042],"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":[0.000391318,0.00008352046,0.001245974,0.07252411,0.0005294537,0.0006241284,0.0002166594,0.00007519247,0.0006433618,0.001621426,0.5482377,0.3738071],"study_design_scores_gemma":[0.0001475315,0.0001319022,0.002351562,0.06146694,0.0005235258,0.001412218,0.0005105837,0.0000501622,0.0001042437,0.001795602,0.931442,0.00006385102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003888305,0.8883667,0.0002697463,0.04711855,0.05988218,0.00008896959,0.0005488615,0.00009635148,0.0032398],"genre_scores_gemma":[0.003044738,0.8559511,0.001259423,0.05808757,0.07279154,0.0001850043,0.0008718398,0.00007868353,0.007730074],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04398457,"threshold_uncertainty_score":0.147143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1042737223899911,"score_gpt":0.4388235974086858,"score_spread":0.3345498750186947,"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."}}