{"id":"W4417123598","doi":"10.3390/jpm15120611","title":"Three-Dimensional Printing in Hand Surgery: What Is New? A Systematic Review","year":2025,"lang":"en","type":"article","venue":"Journal of Personalized Medicine","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; McGill University; Université Laval; McGill University Health Centre; Université de Montréal","funders":"","keywords":"CINAHL; Three dimensional printing; 3D printing; Patient education; Wrist; 3d printed; 3d printer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001428691,0.0001409094,0.001151304,0.0003912301,0.00002492063,0.000009863668,0.0001551002,0.0001082462,0.0003097578],"category_scores_gemma":[0.0009574038,0.00009496043,0.0001464562,0.0004904788,0.0001206689,0.0001399407,0.00002062259,0.0004478433,0.000005189755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009491102,"about_ca_system_score_gemma":0.0001600226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001613503,"about_ca_topic_score_gemma":0.00001440341,"domain_scores_codex":[0.9983661,0.00003598785,0.0009299961,0.00009392393,0.0003713333,0.0002026391],"domain_scores_gemma":[0.9990568,0.0003940871,0.0001976147,0.0001334037,0.00009436301,0.0001237351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001531863,0.0001494495,0.001111955,0.5495826,0.001578052,0.001451845,0.002454135,0.00003154792,0.001469717,0.003669932,0.353142,0.08520558],"study_design_scores_gemma":[0.002497028,0.00007292908,0.0001516871,0.9518396,0.0006671104,0.0005318376,0.0007394069,0.002160148,0.0003176957,0.00213563,0.03868851,0.0001984221],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01077223,0.9579329,0.005447421,0.02423453,0.0009981743,0.0003292145,3.476478e-7,0.00004253477,0.0002426601],"genre_scores_gemma":[0.2310984,0.7261123,0.003428977,0.03551782,0.001202627,0.00005156011,0.00000740858,0.0001006767,0.002480299],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.402257,"threshold_uncertainty_score":0.3872374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01505026946709697,"score_gpt":0.2730686074078243,"score_spread":0.2580183379407274,"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."}}