{"id":"W3204150676","doi":"10.2139/ssrn.3782440","title":"Smoking as a Predictor of Cell Surface Receptor Anti PD-1/PD-L1, MUC1, and CTLA-4 as the First Line or Monotherapy and Multiple Therapy Among Them in NSCLC Patients","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; Oncology; PD-L1; Internal medicine; CTLA-4; Immunotherapy; Immunology; T cell; Immune system; Cancer","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":[0.000357703,0.0002514978,0.0003711881,0.0002977372,0.0003721435,0.0006488907,0.0002940816,0.0006889386,0.002913677],"category_scores_gemma":[0.001219494,0.0002314963,0.0009340469,0.0004149707,0.0001835944,0.0004730323,0.0002793491,0.001160311,0.0003141461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002667796,"about_ca_system_score_gemma":0.0005434577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002934974,"about_ca_topic_score_gemma":0.004914352,"domain_scores_codex":[0.9997478,0.00004629949,0.00002980617,0.00006099712,0.00004416934,0.00007090712],"domain_scores_gemma":[0.9992142,0.0002166431,0.0002002744,0.00004626401,0.00006802737,0.0002545909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008129941,0.00008036968,0.9962159,0.00001032698,0.0001363473,0.0001065878,0.0000280451,0.00005838014,0.000459669,0.00002470708,0.0001357083,0.00193086],"study_design_scores_gemma":[0.00003480613,0.0003441198,0.9973206,0.00001149028,0.0002461391,0.0004197118,0.0002164007,0.0007826564,0.0001674671,0.00008213049,0.0003656298,0.000008920805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981548,0.000836223,0.00004191535,0.0001083398,0.00004201924,0.000004136143,0.0001614141,0.000004177896,0.000646997],"genre_scores_gemma":[0.9991725,0.0001611186,0.00002544185,0.00004346841,0.00002934291,0.000003207261,0.0001351965,0.000001800609,0.0004278633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002934974,"threshold_uncertainty_score":0.009747267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097838108888013,"score_gpt":0.238847421083373,"score_spread":0.2278690399944928,"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."}}