{"id":"W4294958444","doi":"10.1001/jamaoncol.2022.3766","title":"Ensuring High-Quality Shared Decision-making for Lung Cancer Screening","year":2022,"lang":"en","type":"article","venue":"JAMA Oncology","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Decision aids; Quality (philosophy); Cancer; Lung cancer; Lung cancer screening; MEDLINE; Intensive care medicine; Family medicine; Alternative medicine; Oncology; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000691757,0.000111862,0.0005019078,0.0001242073,0.0001774268,0.000007422364,0.0001359657,0.00009647119,0.0008972518],"category_scores_gemma":[0.001266251,0.0001089332,0.0001386731,0.0001892715,0.00004084859,0.0000609015,0.0001856692,0.0002627971,0.000001157549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004617773,"about_ca_system_score_gemma":0.0002314962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003528906,"about_ca_topic_score_gemma":0.00009979864,"domain_scores_codex":[0.9986659,0.0001291656,0.0003968093,0.0002738235,0.0002603979,0.0002738722],"domain_scores_gemma":[0.9970713,0.002246954,0.0002295851,0.0001983292,0.0001858552,0.00006802817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005078675,0.0002994507,0.2384356,0.0004537995,0.0005394414,0.0001937065,0.006429461,0.002629294,0.006864183,0.001911772,0.0362928,0.7008718],"study_design_scores_gemma":[0.009842447,0.00142193,0.1636687,0.00148838,0.0003898897,0.00004334919,0.004499159,0.007116475,0.002551378,0.001185366,0.8073702,0.0004227002],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689503,0.004117908,0.01951618,0.003320155,0.0008736095,0.0005696752,0.0002550748,0.00006701628,0.002330097],"genre_scores_gemma":[0.9461947,0.0001189034,0.05065952,0.001932633,0.0004782609,0.0003175144,0.00005030255,0.0000244824,0.0002236733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7710774,"threshold_uncertainty_score":0.9824278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1905414767065744,"score_gpt":0.5235302621303454,"score_spread":0.332988785423771,"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."}}