{"id":"W3158479894","doi":"10.1016/j.jamcollsurg.2021.01.020","title":"Method, Material, and Machine: A Review for the Surgeon Using Three-Dimensional Printing for Accelerated Device Production","year":2021,"lang":"en","type":"review","venue":"Journal of the American College of Surgeons","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Whiting School of Engineering, Johns Hopkins University; National Science Foundation","keywords":"Medicine; Production (economics); Biomedical engineering; Surgery; Engineering drawing","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":[0.004933844,0.001425563,0.002087508,0.008131552,0.0006644391,0.002970268,0.002112056,0.002735715,0.005430717],"category_scores_gemma":[0.009859138,0.0007258463,0.002386329,0.006114743,0.001577499,0.003794009,0.001297414,0.002563754,0.003400996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001566454,"about_ca_system_score_gemma":0.005100527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003427779,"about_ca_topic_score_gemma":0.00527689,"domain_scores_codex":[0.9965523,0.0008407548,0.0009340699,0.0003273105,0.001227269,0.0001181162],"domain_scores_gemma":[0.9897406,0.006774552,0.001113116,0.0002396942,0.001936252,0.0001958261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007391897,0.00005570907,0.0003274891,0.08514095,0.0001415179,0.0003742401,0.0002477604,0.0002012423,0.0009895631,0.002392782,0.04430269,0.8657521],"study_design_scores_gemma":[0.00001459032,0.0001049697,0.001057369,0.04097999,0.0003340698,0.001922358,0.0001709164,0.0001238657,0.0006975786,0.0009823071,0.9535639,0.00004801427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006749,0.9980506,0.0003659737,0.0005312146,0.0003312743,0.00001910256,0.00001795772,0.00001292376,0.0006035054],"genre_scores_gemma":[0.0005716213,0.9969491,0.001149272,0.0006098866,0.0002168621,0.00003989487,0.00003590485,0.00000922762,0.00041821],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008131552,"threshold_uncertainty_score":0.02609301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07557015472513369,"score_gpt":0.3516903864709105,"score_spread":0.2761202317457768,"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."}}