{"id":"W4283713334","doi":"10.1200/op.22.00345","title":"Reply to M.Z. Farooq et al","year":2022,"lang":"en","type":"letter","venue":"JCO Oncology Practice","topic":"Lung Cancer Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002280958,0.0003557688,0.0009404598,0.0003652261,0.0002462464,0.00003764258,0.0004113683,0.0004234939,0.002618237],"category_scores_gemma":[0.0130172,0.0003262057,0.000181565,0.0004438144,0.0001533823,0.0002127454,0.00107934,0.008625076,0.001041786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002846849,"about_ca_system_score_gemma":0.002410768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001006783,"about_ca_topic_score_gemma":0.00003309212,"domain_scores_codex":[0.9951125,0.001418349,0.0004480449,0.0009496124,0.001291817,0.0007796763],"domain_scores_gemma":[0.9925501,0.005358577,0.0003932044,0.001074014,0.0004358509,0.0001882368],"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":[0.001495045,0.0002059883,0.0000629071,0.0001211086,0.0008578074,0.01863188,0.0006359814,0.000001582172,0.00003255835,0.00002967611,0.975184,0.002741462],"study_design_scores_gemma":[0.0012287,0.004549152,0.0001352537,0.0000456462,0.0005537514,0.002091213,0.0004491161,0.000001381124,0.000007770134,0.00001892103,0.9906397,0.0002794254],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00002487907,0.0007000098,0.00001374185,0.7947564,0.001432075,0.001185582,0.00004996782,0.0001406056,0.2016967],"genre_scores_gemma":[0.00001266924,0.0009604827,0.003375955,0.9402822,0.00251912,0.0009455025,0.0002351999,0.00010261,0.05156631],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1501304,"threshold_uncertainty_score":0.999919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07133152843313753,"score_gpt":0.4879265315011695,"score_spread":0.416595003068032,"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."}}