{"id":"W4393233358","doi":"10.2196/preprints.58529","title":"Lung Cancer Screening in Family Members and Peers of Patients With Lung Cancer: Protocol for a Prospective Cohort Study (Preprint)","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Lung cancer; Prospective cohort study; Medicine; Cancer; Cohort; Cohort study; Protocol (science); Oncology; Family medicine; Internal medicine; Pathology; Alternative medicine; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03165144,0.003532112,0.003810334,0.002326243,0.00403669,0.002266037,0.002376167,0.004197938,0.06819633],"category_scores_gemma":[0.02593014,0.003092108,0.003501192,0.002974064,0.001492342,0.002636788,0.001972465,0.00413439,0.0170741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004220347,"about_ca_system_score_gemma":0.01817472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005628615,"about_ca_topic_score_gemma":0.009379191,"domain_scores_codex":[0.9834169,0.009472822,0.003114419,0.00156467,0.001062425,0.001368799],"domain_scores_gemma":[0.9832342,0.003532032,0.002334018,0.003093536,0.006151443,0.001654809],"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":[0.3220333,0.03511141,0.04328901,0.05999021,0.002893744,0.002902939,0.005299476,0.007822837,0.007704587,0.0140593,0.3469777,0.1519154],"study_design_scores_gemma":[0.3367064,0.04904693,0.1172179,0.02445328,0.001612328,0.001024421,0.003713552,0.007367173,0.004291092,0.01165571,0.4419729,0.0009382393],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001563134,0.0001288518,0.001532184,0.0001699813,0.0001981499,0.9896661,0.005827808,0.00004955179,0.0008642616],"genre_scores_gemma":[0.001145045,0.00005466613,0.001336689,0.0001264668,0.00002515168,0.9964111,0.0006815867,0.000003313726,0.0002159295],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06819633,"threshold_uncertainty_score":0.2281395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01519785421935102,"score_gpt":0.3566664233916439,"score_spread":0.3414685691722929,"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."}}