{"id":"W2559606935","doi":"10.1002/alr.21887","title":"Development and validation of a septoplasty training model using 3‐dimensional printing technology","year":2016,"lang":"en","type":"article","venue":"International Forum of Allergy & Rhinology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Medicine; Septoplasty; Training (meteorology); Medical physics; Surgery; Nose","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":[],"consensus_categories":[],"category_scores_codex":[0.0001218398,0.0000891509,0.0002165313,0.0003082088,0.00003270635,0.000002088418,0.00006786171,0.0001197329,0.0001255862],"category_scores_gemma":[0.0001541704,0.00006716585,0.00004330085,0.00007660679,0.000139769,0.00007204507,0.0000957786,0.0000684284,0.000002023103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004414227,"about_ca_system_score_gemma":0.0001196196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003282925,"about_ca_topic_score_gemma":0.000004438757,"domain_scores_codex":[0.9990432,0.00001051952,0.0004057119,0.0001844447,0.0002006953,0.0001554451],"domain_scores_gemma":[0.9993854,0.0001000127,0.0001956758,0.00007488987,0.0002035648,0.00004047558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000835187,0.000311005,0.08413123,0.00003667527,0.001433917,0.00002581178,0.001814148,0.01465363,0.3696363,0.2060823,0.00001185926,0.3210279],"study_design_scores_gemma":[0.02388288,0.0005724908,0.04819931,0.00166526,0.0001028881,0.0008203957,0.00220906,0.2821012,0.5815268,0.02336028,0.03475688,0.0008026072],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902819,0.00002338486,0.006370421,0.001520398,0.0001130194,0.00006273181,0.00000293113,0.00002923325,0.001595943],"genre_scores_gemma":[0.9681268,0.000005377011,0.03164339,0.00007017732,0.0000162354,0.000003118521,0.000007634763,0.000007879114,0.0001193363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3202253,"threshold_uncertainty_score":0.2738944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05056697355896339,"score_gpt":0.3050279426440466,"score_spread":0.2544609690850832,"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."}}