{"id":"W2760453645","doi":"10.1007/978-3-319-61924-8","title":"3D Printing in Medicine","year":2017,"lang":"en","type":"book","venue":"","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"3D printing; Service (business); Engineering drawing; Computer science; Engineering; Mechanical engineering; Business; Marketing","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":[0.0001084275,0.000122093,0.0002898629,0.0001347777,0.00001471576,0.000002387232,0.0002394548,0.0004820574,0.0006781165],"category_scores_gemma":[0.0000995035,0.00009934833,0.0000203976,0.00001408365,0.0001212856,0.00001777044,0.00004873278,0.0006024648,0.0001176818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006745382,"about_ca_system_score_gemma":0.00003066927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009295834,"about_ca_topic_score_gemma":0.00005106513,"domain_scores_codex":[0.9994763,0.000001801866,0.0001615825,0.000111705,0.00008562409,0.0001630277],"domain_scores_gemma":[0.9996277,0.00002788885,0.00002527213,0.000273234,0.000006663752,0.00003925978],"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":[9.206959e-7,0.000004121406,0.00003830243,0.0003567592,0.00005060947,0.0002242452,0.00006785909,0.000008928935,0.00000742561,0.08954941,0.3044379,0.6052535],"study_design_scores_gemma":[0.0001357857,0.000007589277,0.00002382998,0.0003583422,0.000006178147,0.000005066804,0.000004061304,0.0007307376,0.00001264966,0.00576291,0.9928498,0.0001030113],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001077267,0.001633761,0.0009300663,0.0001946267,0.000344047,0.00006865591,3.737232e-7,0.000407191,0.9964105],"genre_scores_gemma":[0.001441586,0.001679939,0.0004892774,0.00007533169,0.0003134556,0.000007158603,0.00000955293,0.0000313316,0.9959524],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.688412,"threshold_uncertainty_score":0.74249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348311006641069,"score_gpt":0.2459452737660889,"score_spread":0.2324621636996782,"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."}}