{"id":"W4411055812","doi":"10.58931/cpct.2025.3138","title":"Essential Interstitial Lung Disease Management for the Primary Care Provider","year":2025,"lang":"en","type":"article","venue":"Canadian Primary Care Today","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Primary care; Interstitial lung disease; Intensive care medicine; Medicine; Primary (astronomy); Lung; Disease; Family medicine; Pathology; Internal medicine; Physics","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":[0.0008744756,0.0004445425,0.0006305475,0.000721568,0.002397203,0.001543562,0.0009881647,0.001531319,0.01953437],"category_scores_gemma":[0.005122229,0.0001580615,0.0004755124,0.0006749549,0.0003953765,0.0008721012,0.001381078,0.002233654,0.003402869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003998964,"about_ca_system_score_gemma":0.01689775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09159551,"about_ca_topic_score_gemma":0.2001639,"domain_scores_codex":[0.9989888,0.0002125126,0.00008508113,0.00007333431,0.0004415692,0.0001987118],"domain_scores_gemma":[0.9966461,0.0003801608,0.0001635713,0.00007854699,0.001690723,0.001040755],"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":[0.00004860256,0.0001357077,0.005629095,0.001621166,0.00003687009,0.003699933,0.0006380154,0.0002020634,0.0007613176,0.003429821,0.5782762,0.4055212],"study_design_scores_gemma":[0.00008574328,0.00008558814,0.01958981,0.006466807,0.00007288696,0.007319918,0.001400454,0.000323566,0.0002540577,0.003508039,0.9608336,0.00005944539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01256793,0.3500217,0.01197664,0.3255827,0.01359886,0.001120598,0.002364904,0.001253155,0.2815135],"genre_scores_gemma":[0.2198264,0.5179173,0.05060005,0.09672203,0.02019584,0.0008688664,0.007061275,0.0002501586,0.08655818],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09159551,"threshold_uncertainty_score":0.1821247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004332166291188036,"score_gpt":0.2326848109898439,"score_spread":0.2283526446986559,"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."}}