{"id":"W2913493914","doi":"10.1016/j.jtcvs.2018.08.053","title":"Look before you leap","year":2019,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Scopus; Nothing; Cohort; Endarterectomy; Chronic thromboembolic pulmonary hypertension; Incidence (geometry); Pulmonary hypertension; Surgery; Internal medicine; MEDLINE; Stenosis","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":[0.002442512,0.001122148,0.001525346,0.001101521,0.01124889,0.008457308,0.001671766,0.08235691,0.04744469],"category_scores_gemma":[0.02643839,0.0009640781,0.001734826,0.0006717844,0.003884146,0.006635208,0.004369091,0.07188316,0.02355051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004862392,"about_ca_system_score_gemma":0.007471554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009798485,"about_ca_topic_score_gemma":0.02084212,"domain_scores_codex":[0.9962317,0.0006473141,0.0003660228,0.0005777109,0.001051055,0.001126158],"domain_scores_gemma":[0.9915672,0.002203613,0.000513471,0.0002546959,0.001343256,0.004117729],"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":[0.00002882455,0.00003647885,0.0005090418,0.00002916216,0.00001608084,0.003754177,0.0001708594,0.00003750903,0.0001090994,0.002098113,0.9883344,0.004876233],"study_design_scores_gemma":[0.0000862553,0.00007624165,0.001219929,0.0004738712,0.00003228527,0.004302848,0.001669434,0.0002679366,0.0001129115,0.01201076,0.979646,0.0001014891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002614616,0.0007200422,0.00007537421,0.9648448,0.02833462,0.00001197292,0.00002216556,0.00002828736,0.005701315],"genre_scores_gemma":[0.002067577,0.0005418338,0.000126455,0.9500341,0.01974436,0.00002335354,0.00001400185,0.0000298012,0.02741862],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08235691,"threshold_uncertainty_score":0.1587183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02879998533020487,"score_gpt":0.2883619304958578,"score_spread":0.2595619451656529,"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."}}