{"id":"W4220990951","doi":"10.1186/s12885-022-09342-5","title":"Trends in treatment patterns and survival outcomes in advanced non-small cell lung cancer: a Canadian population-based real-world analysis","year":2022,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; Bristol-Myers Squibb (Canada); University of Calgary","funders":"Bristol-Myers Squibb","keywords":"Medicine; Reimbursement; Lung cancer; Surgical oncology; Population; Internal medicine; Oncology; Health care; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001642127,0.0005019435,0.0005087359,0.002791111,0.001686409,0.001461408,0.00158088,0.0005750851,0.001486372],"category_scores_gemma":[0.003667763,0.000378381,0.001335261,0.008765443,0.0006830146,0.0005386907,0.001011487,0.0009208377,0.000228007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02847625,"about_ca_system_score_gemma":0.02786828,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.991219,"about_ca_topic_score_gemma":0.991983,"domain_scores_codex":[0.9982394,0.0001439508,0.0001533761,0.0003749956,0.0006277105,0.0004604943],"domain_scores_gemma":[0.9964977,0.0001962299,0.0009737354,0.0001981447,0.00161488,0.0005194164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008953636,0.00001827832,0.9950094,0.00005554129,0.0001620867,0.00003833539,0.0002157716,0.0003144372,0.00008461696,0.00009581466,0.001450205,0.002466006],"study_design_scores_gemma":[0.00001257898,0.00002427964,0.9968144,0.00003442457,0.00008626182,0.00006169894,0.0004879171,0.0007781613,0.00003973438,0.00003125292,0.001611909,0.00001738277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535965,0.002003391,0.0004594621,0.0008500356,0.00002737503,0.0001133161,0.04030866,0.00004612482,0.002595152],"genre_scores_gemma":[0.984369,0.0007569507,0.0006602557,0.000203579,0.00001556072,0.00004907841,0.01348292,0.00001260266,0.0004500125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02847625,"threshold_uncertainty_score":0.2066106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01796400487926937,"score_gpt":0.343928435002703,"score_spread":0.3259644301234337,"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."}}