{"id":"W1596367889","doi":"10.1186/1748-7161-10-s1-o39","title":"Curve flexibility assessment on AIS surgical candidates using ultrasonic imaging method - a preliminary study","year":2015,"lang":"en","type":"article","venue":"Scoliosis","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; University of Alberta; Alberta Health Services","funders":"","keywords":"Medicine; Coronal plane; Flexibility (engineering); Radiography; Ultrasound; Measure (data warehouse); Scoliosis; Medical physics; Surgical planning; Ultrasonography; Radiology; Nuclear medicine; Surgery; Computer science; Data mining; Mathematics; Statistics","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":[0.0006752399,0.0004965528,0.0003563163,0.001247728,0.0003165546,0.0002986712,0.0002283586,0.0004368011,0.002096115],"category_scores_gemma":[0.001997491,0.0001522906,0.0004608488,0.0004647769,0.0003262852,0.0003763827,0.0004400071,0.0002742823,0.0004324639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000149933,"about_ca_system_score_gemma":0.0002209619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008523072,"about_ca_topic_score_gemma":0.001574755,"domain_scores_codex":[0.9995658,0.00009945317,0.00006639265,0.0000641112,0.0001322339,0.00007201797],"domain_scores_gemma":[0.9988387,0.0002287817,0.000247435,0.00005631873,0.0002687749,0.000360074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001361424,0.0006496867,0.9605188,0.0001651482,0.00005423407,0.002528346,0.001117132,0.0002610079,0.01070463,0.0000308487,0.0001144104,0.02249444],"study_design_scores_gemma":[0.00002202483,0.006416595,0.9864955,0.00002559298,0.00004187745,0.003848687,0.001016744,0.0003151915,0.001164205,0.00002036599,0.0006152896,0.00001795137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998974,0.0002536866,0.000176932,0.0000139123,0.000003234,0.00004114711,0.00004523995,0.000002340032,0.0004895574],"genre_scores_gemma":[0.9991084,0.0002230142,0.0002815445,0.00001001936,0.00001213654,0.00002854312,0.00009862541,0.000001223795,0.0002365224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002096115,"threshold_uncertainty_score":0.007012188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020615477748782,"score_gpt":0.4455958536961177,"score_spread":0.3435343059212396,"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."}}