{"id":"W3201401278","doi":"10.1097/gox.0000000000003804","title":"In-house 3D Model Printing for Acute Cranio-maxillo-facial Trauma Surgery: Process, Time, and Costs","year":2021,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Facial Trauma and Fracture Management","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université TÉLUQ; Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal","funders":"","keywords":"Medicine; Trauma center; 3D printing; Skull; Surgery; Engineering; Mechanical engineering","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":[0.001798765,0.0007486116,0.0003838459,0.00197967,0.001041213,0.001980918,0.0008250012,0.0004687542,0.010436],"category_scores_gemma":[0.008087952,0.0003261026,0.001350249,0.001869361,0.0005553968,0.001168776,0.001468795,0.000637969,0.001974179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001323437,"about_ca_system_score_gemma":0.00142641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001406865,"about_ca_topic_score_gemma":0.00342416,"domain_scores_codex":[0.9976103,0.0005780157,0.0002322497,0.0001514862,0.001252552,0.0001754359],"domain_scores_gemma":[0.9927487,0.003728872,0.001704522,0.0007663421,0.000762229,0.0002893868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000710838,0.0008529194,0.1074624,0.0009560164,0.0001330453,0.005490723,0.001094647,0.007832941,0.01920807,0.002337979,0.005939022,0.8479815],"study_design_scores_gemma":[0.0001794726,0.007040082,0.510761,0.001445401,0.001005344,0.1485766,0.00752011,0.05264882,0.1222676,0.006336358,0.1416995,0.0005198068],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8871025,0.005891912,0.07956571,0.001405081,0.000369661,0.0008299538,0.0009232606,0.0007383863,0.02317351],"genre_scores_gemma":[0.9283316,0.004653194,0.06106968,0.0002316071,0.0001561999,0.0002525086,0.0006819229,0.0002683939,0.004355068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.010436,"threshold_uncertainty_score":0.03491187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0251223144162642,"score_gpt":0.3020050964088447,"score_spread":0.2768827819925804,"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."}}