{"id":"W4406176356","doi":"10.1016/j.jtho.2024.12.014","title":"A Perspective on the MARS2 Trial","year":2025,"lang":"en","type":"editorial","venue":"Journal of Thoracic Oncology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Universität Zürich","keywords":"Medicine; Perspective (graphical); Intensive care medicine; Artificial intelligence","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":[0.02480698,0.004416206,0.007345649,0.002672176,0.002552022,0.01073017,0.005605277,0.03017671,0.01384453],"category_scores_gemma":[0.05971274,0.001416577,0.004901583,0.00208229,0.002701734,0.004704977,0.001392232,0.04316207,0.01014811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004651219,"about_ca_system_score_gemma":0.005523015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002599829,"about_ca_topic_score_gemma":0.006513634,"domain_scores_codex":[0.986684,0.004923401,0.001549492,0.001135831,0.004853112,0.000854089],"domain_scores_gemma":[0.9441133,0.03621345,0.003081817,0.001123639,0.009962868,0.005504926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003196078,0.00002469291,0.00003375227,0.0005505926,0.0001047805,0.00009413341,0.000009811611,0.00005428916,0.00004786608,0.0006170854,0.99066,0.007483372],"study_design_scores_gemma":[0.001983803,0.0003056604,0.0006348137,0.002129728,0.0007526614,0.0002688232,0.00005910744,0.0005186617,0.0001866568,0.004816757,0.9882563,0.00008714612],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00008096563,0.02013177,0.0001582523,0.1140499,0.8627433,0.00003918245,0.0001892043,0.00008327502,0.002524295],"genre_scores_gemma":[0.0009565583,0.008276065,0.0001926874,0.1282766,0.8568837,0.00006874053,0.0000713702,0.00006362925,0.005210508],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03017671,"threshold_uncertainty_score":0.1311934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01715788315478474,"score_gpt":0.4309508875259864,"score_spread":0.4137930043712017,"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."}}