{"id":"W4283010016","doi":"10.26685/urncst.302","title":"Investigating the Use of 3D-Printing in the Medical Education Curriculum in Otolaryngology: A Protocol Paper","year":2022,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; McGill University; University of Ottawa","funders":"","keywords":"Otorhinolaryngology; Protocol (science); Curriculum; Medical education; 3D printing; Medicine; Psychological intervention; 3d printed; Medical physics; Alternative medicine; Engineering; Psychology; Pathology; Surgery; Biomedical engineering; Mechanical engineering; Nursing; Pedagogy","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":[0.05840976,0.001992954,0.004977352,0.005170041,0.002655471,0.004017257,0.002750767,0.005027228,0.03798239],"category_scores_gemma":[0.07573365,0.002722412,0.007510734,0.005524481,0.002615818,0.003913082,0.003676381,0.003496588,0.006629126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007834133,"about_ca_system_score_gemma":0.03646216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003730866,"about_ca_topic_score_gemma":0.008555446,"domain_scores_codex":[0.9683483,0.01270337,0.01179224,0.001838402,0.003912736,0.001404876],"domain_scores_gemma":[0.9628509,0.01300391,0.008221707,0.003506269,0.01109435,0.00132288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03994986,0.005551783,0.009039883,0.6158701,0.004088073,0.001590156,0.01196347,0.002317203,0.005977693,0.01398573,0.05414743,0.2355186],"study_design_scores_gemma":[0.08455992,0.02129424,0.04705556,0.3182061,0.008100452,0.0009969804,0.01116534,0.001844259,0.007611942,0.01587622,0.4823596,0.0009293486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001451691,0.0007538553,0.001181721,0.0002230704,0.0001218082,0.9941928,0.001285302,0.00002365034,0.0007661088],"genre_scores_gemma":[0.001266674,0.0007476341,0.002706777,0.00022436,0.00001733613,0.994523,0.0002182924,0.000004436756,0.0002914008],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05840976,"threshold_uncertainty_score":0.3089041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05627946010339618,"score_gpt":0.4031898729403663,"score_spread":0.3469104128369701,"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."}}