{"id":"W4402606560","doi":"10.1016/j.chest.2024.06.2557","title":"FACTORS INFLUENCING THE TIMELINESS AND COMPLETENESS OF APPROPRIATE STAGING INVESTIGATIONS FOR PATIENTS WITH STAGE I-III LUNG CANCER IN SOUTHEASTERN ONTARIO","year":2024,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Pfizer; Bristol-Myers Squibb","keywords":"Stage (stratigraphy); Completeness (order theory); Lung cancer; Medicine; Oncology; Mathematics; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004914525,0.0001038853,0.0001571498,0.0004957145,0.001017163,0.0007500794,0.0006625645,0.000283621,0.002474242],"category_scores_gemma":[0.007875917,0.0002023861,0.0002436304,0.001135857,0.0005152008,0.0003192304,0.0005722206,0.0003741461,0.0001080949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008170804,"about_ca_system_score_gemma":0.01292104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8764949,"about_ca_topic_score_gemma":0.9509832,"domain_scores_codex":[0.9992168,0.000114264,0.0001086086,0.00007617837,0.0002086134,0.0002754908],"domain_scores_gemma":[0.9939261,0.001086361,0.002728528,0.0001418078,0.0009827872,0.001134452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004008459,0.00001141425,0.9971002,0.00001406141,0.00001020141,0.00008234673,0.0005718736,0.00008606711,0.0000957477,0.0000495621,0.0004617146,0.001476727],"study_design_scores_gemma":[0.000002350563,0.00001399933,0.9977347,0.00001711819,0.000007145786,0.00004518508,0.00149326,0.0001527896,0.00002847733,0.00001445188,0.0004875429,0.000002971826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951025,0.0003494569,0.00006282583,0.0009573055,0.00001485636,0.00002024088,0.0006281858,0.000005657788,0.002859018],"genre_scores_gemma":[0.9991876,0.0001469892,0.0000629675,0.00006322221,0.000008494088,0.000005268143,0.0001664291,0.000002434818,0.0003566704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1235051,"threshold_uncertainty_score":0.2484649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03101185776536164,"score_gpt":0.2922056576133273,"score_spread":0.2611937998479656,"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."}}