{"id":"W4283262177","doi":"10.1136/bmjopen-2022-064142","title":"Personalised Lung Cancer Screening (PLuS) study to assess the importance of coexisting chronic conditions to clinical practice and policy: protocol for a multicentre observational study","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"National Cancer Institute; National Institute on Aging","keywords":"Medicine; Observational study; Lung cancer; Population; Comorbidity; Lung cancer screening; Logistic regression; Cohort study; Intensive care medicine; Environmental health; 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":[0.03521622,0.003513531,0.004894132,0.00233095,0.003202584,0.003457778,0.003020732,0.003783521,0.04187046],"category_scores_gemma":[0.04327223,0.002439532,0.00570409,0.003593901,0.002082598,0.003223065,0.002947211,0.004469555,0.009544282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006323134,"about_ca_system_score_gemma":0.01712767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006418976,"about_ca_topic_score_gemma":0.009536803,"domain_scores_codex":[0.9780412,0.0118606,0.004708696,0.002661015,0.001574009,0.001154453],"domain_scores_gemma":[0.9761922,0.004982526,0.005061917,0.003899619,0.008032189,0.001831582],"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":[0.3258818,0.01852395,0.04398369,0.09324574,0.01085876,0.001928695,0.006887808,0.01335435,0.004018738,0.02705787,0.3304775,0.123781],"study_design_scores_gemma":[0.3631428,0.02843233,0.1243868,0.02922887,0.004400447,0.0007227983,0.003200807,0.0127487,0.003083437,0.02535464,0.4041973,0.001101153],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002707548,0.0002703819,0.002953924,0.0002665261,0.0002277457,0.9821458,0.01004015,0.00007613138,0.001311721],"genre_scores_gemma":[0.002128766,0.0000645153,0.002040027,0.0001251074,0.00003047525,0.9942347,0.00119542,0.000006366873,0.0001746433],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04187046,"threshold_uncertainty_score":0.1862434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4494305413075272,"score_gpt":0.629094837967236,"score_spread":0.1796642966597087,"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."}}