{"id":"W4404634138","doi":"10.2196/58529","title":"Lung Cancer Screening in Family Members and Peers of Patients With Lung Cancer: Protocol for a Prospective Cohort Study","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Preprint; Lung cancer; Medicine; Prospective cohort study; Cancer; Protocol (science); Family medicine; Cohort study; Cohort; Oncology; Gerontology; Alternative medicine; Internal medicine; Pathology; World Wide Web; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.04259208,0.004048397,0.004708951,0.002875432,0.005501423,0.002478788,0.002979382,0.004306708,0.04282151],"category_scores_gemma":[0.0260313,0.002685458,0.003623503,0.003660752,0.001832905,0.002861765,0.002460039,0.004607209,0.01028214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005924494,"about_ca_system_score_gemma":0.02309502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007451539,"about_ca_topic_score_gemma":0.01260479,"domain_scores_codex":[0.9780382,0.01255371,0.003999733,0.001870933,0.0016291,0.001908322],"domain_scores_gemma":[0.9797766,0.004065065,0.003219383,0.003321121,0.007348309,0.00226956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.381264,0.07419414,0.0832902,0.05991916,0.003693944,0.004322813,0.008808642,0.01136271,0.009841103,0.01451829,0.1791405,0.1696444],"study_design_scores_gemma":[0.3448582,0.07771702,0.1751928,0.02077846,0.002028926,0.001228927,0.006480064,0.009682768,0.004586515,0.01025808,0.3461287,0.001059568],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001833618,0.00009701001,0.001023225,0.00009033949,0.0000856776,0.9936333,0.002599837,0.00002989531,0.000607096],"genre_scores_gemma":[0.001371376,0.0000555715,0.001359034,0.00006871785,0.00001421074,0.9965652,0.0004237043,0.000002337986,0.0001399205],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04282151,"threshold_uncertainty_score":0.2252511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09620748939015863,"score_gpt":0.5456678593133633,"score_spread":0.4494603699232046,"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."}}