{"id":"W3045008429","doi":"10.1097/aln.0000000000003446","title":"Of Railroads and Roller Coasters","year":2020,"lang":"en","type":"letter","venue":"Anesthesiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University; Population Health Research Institute","funders":"Novo Nordisk Fonden; Cancer Research UK","keywords":"Medicine; Observational study; Blood pressure; Erasmus+; Anesthesiology; Hemodynamics; Scrutiny; Confounding; Emergency medicine; Intensive care medicine; Internal medicine; Anesthesia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00482514,0.0004680654,0.0005152593,0.001401431,0.006085921,0.007275878,0.001339963,0.005017121,0.0438325],"category_scores_gemma":[0.01961251,0.0004472988,0.0005767263,0.001391294,0.007190127,0.01004786,0.005353105,0.007240862,0.006554732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003159834,"about_ca_system_score_gemma":0.004344941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01714688,"about_ca_topic_score_gemma":0.0288229,"domain_scores_codex":[0.995268,0.001642014,0.0001685439,0.0009787772,0.0009187643,0.001023696],"domain_scores_gemma":[0.9923506,0.001785115,0.001043373,0.0007691871,0.001268432,0.002783265],"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":[0.0003174621,0.0001003391,0.02283395,0.0002440312,0.00005426529,0.001029645,0.01436859,0.0001081627,0.0003246637,0.1424681,0.6933631,0.1247878],"study_design_scores_gemma":[0.00003491883,0.0001030888,0.006789827,0.0006795942,0.00002102627,0.0008622698,0.01602761,0.00009329715,0.0001335208,0.01787973,0.957338,0.00003713122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04931198,0.01740442,0.003190832,0.7810093,0.02749626,0.00006211446,0.0004772975,0.0002149438,0.1208328],"genre_scores_gemma":[0.434725,0.02757039,0.001890227,0.3712957,0.02441576,0.0001124248,0.0006672199,0.000724883,0.1385984],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0438325,"threshold_uncertainty_score":0.1466343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02067710985023629,"score_gpt":0.2480568167696782,"score_spread":0.2273797069194419,"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."}}