{"id":"W3166590065","doi":"10.1053/j.semtcvs.2021.05.009","title":"Commentary: Rapid Deployment Does Not Necessarily Warrant Rapid Adoption","year":2021,"lang":"en","type":"letter","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Software deployment; Hemodynamics; Aortic valve replacement; EuroSCORE; Aortic valve; Multicenter study; Retrospective cohort study; Valve replacement; Surgery; Internal medicine; Cardiac surgery; Randomized controlled trial","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001360169,0.0007875039,0.002615477,0.0004700301,0.0001510524,0.0001059082,0.0001109465,0.0008131243,0.0001904249],"category_scores_gemma":[0.00008059781,0.0006379861,0.007460855,0.0003817003,0.0001669176,0.0001304414,0.0001793987,0.00123218,0.00001494687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000288691,"about_ca_system_score_gemma":0.000215095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002344848,"about_ca_topic_score_gemma":0.000002187931,"domain_scores_codex":[0.9951079,0.0007664816,0.0007374912,0.001268299,0.001336497,0.0007832603],"domain_scores_gemma":[0.9976004,0.0003767064,0.000173446,0.001459445,0.0001417775,0.0002481616],"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":[0.0003420549,0.0002248421,0.08232221,0.001817065,0.01427128,0.01328931,0.0001103339,0.000005898509,0.000009228762,4.664176e-7,0.5390153,0.348592],"study_design_scores_gemma":[0.001668649,0.0001179665,0.0377492,0.005036307,0.01531317,0.0006791346,0.0008185337,0.00001195902,0.0006811358,0.00002552733,0.9365658,0.001332654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.1671681,0.6457727,0.0001041396,0.1782624,0.004550814,0.002224806,0.0007811066,0.0002448646,0.0008910722],"genre_scores_gemma":[0.1971544,0.297307,0.0003021467,0.4855778,0.005897451,0.0007172034,0.01169828,0.0004149964,0.0009307971],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3975505,"threshold_uncertainty_score":0.9996071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0200292662654852,"score_gpt":0.287431666488176,"score_spread":0.2674024002226909,"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."}}