{"id":"W4413161315","doi":"10.1016/j.cllc.2025.08.006","title":"The Changing Landscape of Lung Cancer Resection Outcomes Over the Past two Decades","year":2025,"lang":"en","type":"article","venue":"Clinical Lung Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Fonds de Recherche du Québec - Santé; Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval; Université Laval","keywords":"Medicine; Lung cancer; Resection; Intensive care medicine; General surgery; Oncology; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002751269,0.0002006151,0.0003677783,0.001814476,0.0005389552,0.002218417,0.0005815643,0.001022487,0.004096724],"category_scores_gemma":[0.01298883,0.0001673056,0.0005336361,0.003675318,0.0007162481,0.002013621,0.001012114,0.001721311,0.0005956423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002957516,"about_ca_system_score_gemma":0.002404138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02145544,"about_ca_topic_score_gemma":0.03194743,"domain_scores_codex":[0.9981938,0.0003117305,0.0002862474,0.0004409887,0.0003966838,0.0003704783],"domain_scores_gemma":[0.9922982,0.001536662,0.002973435,0.0002517921,0.00192999,0.00100989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006573334,0.0001879013,0.6474879,0.0008703507,0.0003013699,0.0003862359,0.001822443,0.001739125,0.001188482,0.009924601,0.04308956,0.2923447],"study_design_scores_gemma":[0.00001481341,0.0001618646,0.9002959,0.0005882048,0.00008834602,0.001167482,0.002865715,0.0007976852,0.0004355146,0.001809053,0.09173283,0.00004255881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6410304,0.1659653,0.003118667,0.1485913,0.002162996,0.00004312458,0.01136926,0.0001910787,0.02752796],"genre_scores_gemma":[0.9297803,0.0498772,0.0009966902,0.009121001,0.002025608,0.00003670195,0.004958068,0.00007636094,0.003128066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02145544,"threshold_uncertainty_score":0.04266113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638729273244662,"score_gpt":0.4468284189242515,"score_spread":0.4204411261918049,"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."}}