{"id":"W3196273051","doi":"10.1080/10255842.2021.1968380","title":"Credibility assessment of patient-specific biomechanical models to investigate proximal junctional failure in clinical cases with adult spine deformity using ASME V&V40 standard","year":2021,"lang":"en","type":"article","venue":"Computer Methods in Biomechanics & Biomedical Engineering","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Credibility; Asymptomatic; Medicine; Biomechanics; Consistency (knowledge bases); Confidence interval; Deformity; Physical therapy; Surgery; Physical medicine and rehabilitation; Computer science; Internal medicine; Anatomy; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001950938,0.0004666901,0.001332253,0.0008373825,0.00004514962,0.00004084457,0.0002019967,0.0003986667,0.00003400261],"category_scores_gemma":[0.0003897345,0.0003846961,0.0002564881,0.00250554,0.0001293762,0.0001486804,0.0004350464,0.0006795179,0.000001155106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000764679,"about_ca_system_score_gemma":0.0006545592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005851639,"about_ca_topic_score_gemma":0.0000589415,"domain_scores_codex":[0.9952486,0.0003679903,0.001702197,0.001079073,0.0009551305,0.0006470177],"domain_scores_gemma":[0.997476,0.000449012,0.0002101327,0.0006930592,0.000448384,0.0007233481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002281268,0.02214037,0.02803942,0.003073648,0.001993921,0.005786265,0.001134406,0.03322328,0.3815173,0.02884592,0.0004439028,0.4915203],"study_design_scores_gemma":[0.006264159,0.003767155,0.008158245,0.002810996,0.0001577531,0.0008244557,0.000100584,0.9449253,0.02985957,0.001151599,0.001247402,0.0007328019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4638933,0.0001232434,0.5345586,0.0003247483,0.0005077078,0.000499453,0.00004297788,0.00004834194,0.000001666955],"genre_scores_gemma":[0.3447723,0.00005045211,0.6546625,0.0001973192,0.0001435889,0.00006175342,0.00007309384,0.00003821331,7.031794e-7],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.911702,"threshold_uncertainty_score":0.9998605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09486621248549221,"score_gpt":0.4016986117794564,"score_spread":0.3068323992939642,"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."}}