{"id":"W4353052252","doi":"10.1111/resp.14471","title":"Abstract","year":2023,"lang":"en","type":"article","venue":"Respirology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005881114,0.00004352837,0.0001064208,0.00006149408,0.00001933214,0.000002153087,0.00002133369,0.00004622762,0.0004344247],"category_scores_gemma":[0.00002226921,0.0000326315,0.00004156526,0.0001063394,0.00002094747,0.000008616863,0.00001375032,0.00004713472,0.002060195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003789115,"about_ca_system_score_gemma":0.00002894167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002260221,"about_ca_topic_score_gemma":0.000009970419,"domain_scores_codex":[0.9996014,0.000005759364,0.00007066596,0.0001163401,0.00005895415,0.0001469043],"domain_scores_gemma":[0.9997265,0.00005067496,0.00001385233,0.0001438592,0.00001189967,0.00005325071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003823955,0.0003622071,0.6277002,0.0001508523,0.0003144722,0.002169932,0.0001818798,0.00003049683,0.006105219,0.003659517,0.2868827,0.07206007],"study_design_scores_gemma":[0.0006743679,0.000191956,0.8294817,0.000009910385,0.00002247357,0.00001706249,0.000005360342,0.00001062326,0.0006538171,0.0002884339,0.1686178,0.00002645752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639766,0.0001977612,7.913623e-7,0.01210893,0.0001434232,0.0001025774,0.000002255255,0.000129327,0.0233383],"genre_scores_gemma":[0.9970334,0.0001815231,0.00002198032,0.001263913,0.0001473678,0.00003653986,0.00001377378,0.000007991261,0.001293475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2017815,"threshold_uncertainty_score":0.9987168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02974513860881085,"score_gpt":0.3443717346118092,"score_spread":0.3146265960029984,"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."}}