{"id":"W4293211715","doi":"10.21203/rs.3.rs-1950252/v1","title":"Initial Treatment Is Associated With Improved Survival and End- Of-Life Outcomes for Patients With Pancreatic Cancer: A Cohort Study","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Chemotherapy; Cohort; Cancer; Internal medicine; Odds ratio; Pancreatic cancer; Radiation therapy; Surgery; Population; Cohort study; Oncology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0006860541,0.0002586828,0.0003635352,0.0007188671,0.0009668459,0.001107128,0.0008381332,0.0003618064,0.001731963],"category_scores_gemma":[0.003144257,0.0002725805,0.001089458,0.00187207,0.0003316297,0.000498909,0.0006583707,0.0008787161,0.0001858042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001825953,"about_ca_system_score_gemma":0.002240623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1750913,"about_ca_topic_score_gemma":0.2052952,"domain_scores_codex":[0.9991393,0.0001230926,0.00008669006,0.0002531338,0.0001746114,0.0002230881],"domain_scores_gemma":[0.9972337,0.0002232808,0.00133118,0.0002503855,0.0004523291,0.0005090877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004480417,0.00001438562,0.9991335,0.000006862363,0.00008627207,0.00002924867,0.00003604534,0.00001520082,0.00003301574,0.000009349463,0.000160119,0.0004311629],"study_design_scores_gemma":[0.0000103875,0.00002991592,0.9991747,0.00001068705,0.00006561982,0.0001007556,0.0001392343,0.0001015814,0.00001999193,0.00001911233,0.0003232981,0.000004710603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952208,0.0005730432,0.0001143623,0.0001844742,0.00001675028,0.00002735669,0.003297609,0.000004987791,0.0005606262],"genre_scores_gemma":[0.997779,0.0002198731,0.0001062501,0.00007187567,0.00001811306,0.00002144247,0.001597398,0.000003120841,0.0001830187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1750913,"threshold_uncertainty_score":0.3481444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08736433513523133,"score_gpt":0.4470707180853097,"score_spread":0.3597063829500784,"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."}}