{"id":"W4380079727","doi":"10.3390/curroncol30060419","title":"Prediction of Disease Progression to Upfront Pembrolizumab Monotherapy in Advanced Non-Small-Cell Lung Cancer with High PD-L1 Expression Using Baseline CT Disease Quantification and Smoking Pack Years","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; University of British Columbia","funders":"","keywords":"Medicine; Pembrolizumab; Internal medicine; Oncology; Cohort; Lung cancer; Disease; Logistic regression; Cancer; Immunotherapy","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":[0.0008044013,0.0003210577,0.0003085239,0.0005356856,0.0001680461,0.0004629287,0.0002642625,0.0003217398,0.0008563445],"category_scores_gemma":[0.002258995,0.0002085231,0.0003573767,0.0002504025,0.0001415498,0.0002969891,0.0003414286,0.0005758999,0.0002396128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003140964,"about_ca_system_score_gemma":0.0002392389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002397622,"about_ca_topic_score_gemma":0.004149249,"domain_scores_codex":[0.9997727,0.00008351047,0.00002779877,0.00004462322,0.00004099949,0.00003041522],"domain_scores_gemma":[0.9991178,0.0003497368,0.0002447536,0.00005193567,0.00007059553,0.0001650991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004722975,0.00004381244,0.9951,0.000004030142,0.00001756599,0.00004127649,0.00001626671,0.0002913275,0.0003760436,0.000008692017,0.00006108792,0.003567576],"study_design_scores_gemma":[0.0000364394,0.0003363713,0.9903718,0.000007138194,0.00003048188,0.0003330701,0.00006095838,0.008195555,0.0004100434,0.00003744382,0.0001759283,0.000004797917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994149,0.00008250178,0.0001442691,0.00002030295,0.000002652534,0.00001005776,0.000093246,0.000004707375,0.00022737],"genre_scores_gemma":[0.9995418,0.00003083108,0.0001711726,0.00000656578,0.000003191917,0.000004972411,0.000157163,6.689601e-7,0.00008359426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002397622,"threshold_uncertainty_score":0.004767299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05956537560703175,"score_gpt":0.3951282882708498,"score_spread":0.3355629126638181,"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."}}