{"id":"W4408914861","doi":"10.1016/j.lungcan.2025.108495","title":"Natural history models for lung Cancer: A scoping review","year":2025,"lang":"en","type":"review","venue":"Lung Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of British Columbia","funders":"National Cancer Institute","keywords":"Medicine; Lung cancer; Natural history; Intensive care medicine; Oncology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0177145,0.002151377,0.004378837,0.01275965,0.0007652781,0.004273024,0.003180493,0.003218106,0.005706768],"category_scores_gemma":[0.08563324,0.001267994,0.008338778,0.01057917,0.001103225,0.003987482,0.002196944,0.002671374,0.0009647277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005514156,"about_ca_system_score_gemma":0.01333784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.012147,"about_ca_topic_score_gemma":0.01271731,"domain_scores_codex":[0.9919472,0.004070275,0.002006244,0.0005393752,0.001271118,0.000165902],"domain_scores_gemma":[0.9114886,0.08048293,0.003570748,0.00106528,0.003181706,0.0002108054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001789028,0.00008155131,0.001381415,0.6046237,0.004549203,0.0004304127,0.0007889287,0.01075998,0.0002559914,0.02596439,0.01489523,0.3360904],"study_design_scores_gemma":[0.0000677385,0.0002082318,0.001578318,0.7797934,0.01122486,0.0004838742,0.0005592993,0.004091995,0.0003109093,0.02182245,0.1797503,0.0001085501],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004322516,0.9919911,0.004004573,0.001353821,0.0002428954,0.0002845238,0.0004230817,0.00003457177,0.001233166],"genre_scores_gemma":[0.007764453,0.9849682,0.005021744,0.0006053401,0.0002063205,0.0007916014,0.0003793259,0.00001743616,0.0002454988],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0177145,"threshold_uncertainty_score":0.09368438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05098858382957083,"score_gpt":0.4290434726027962,"score_spread":0.3780548887732254,"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."}}