{"id":"W7132863831","doi":"","title":"Outcomes Following Resection for Esophageal Cancer in Ontario","year":2020,"lang":"","type":"dissertation","venue":"TSpace","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Esophagectomy; Esophageal cancer; Neoadjuvant therapy; Proportional hazards model; Cardiothoracic surgery; Cancer registry; Esophagus; Cohort; Lymph node; Population","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":[0.0004810562,0.0001893045,0.0002883553,0.0008941286,0.001565089,0.00081821,0.0006263461,0.0002266839,0.002139881],"category_scores_gemma":[0.002924808,0.0001960987,0.0005395804,0.00288483,0.0005326188,0.0003177901,0.001131716,0.0002912698,0.0001538665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01772888,"about_ca_system_score_gemma":0.01946751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.943747,"about_ca_topic_score_gemma":0.971225,"domain_scores_codex":[0.9991208,0.00006282065,0.00008764859,0.000110354,0.0003010782,0.0003172828],"domain_scores_gemma":[0.9970599,0.0001356225,0.001282347,0.00007420479,0.0008915179,0.0005563821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005112564,0.00001344619,0.9932995,0.00007947227,0.00003905565,0.0001533036,0.0008506599,0.0000953973,0.0001180565,0.0000675998,0.001521275,0.003711064],"study_design_scores_gemma":[0.000006393452,0.00003084817,0.9976068,0.00003709923,0.00001688201,0.00008988315,0.0008156088,0.0001081348,0.00002779725,0.00002982548,0.001225122,0.000005658842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870322,0.0007196905,0.0001647029,0.0007426407,0.0000247322,0.00009309823,0.007491641,0.00001642492,0.003714879],"genre_scores_gemma":[0.995432,0.0004876319,0.0001441364,0.0001335637,0.00001286366,0.00004479392,0.002928731,0.000004263548,0.0008121209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05625296,"threshold_uncertainty_score":0.1286326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0519435450880133,"score_gpt":0.4246993148042824,"score_spread":0.3727557697162691,"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."}}