{"id":"W4416879830","doi":"10.37665/weixhkx17651","title":"3D Printing: What Is it and an Example of Its Use","year":2022,"lang":"","type":"article","venue":"On-Demand Webinars","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College","funders":"","keywords":"Aerospace; Automation; Technician; 3D printing; Centennial; Certificate; Rapid prototyping; Advanced manufacturing; Certification","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000589563,0.0004743379,0.0005501143,0.0003499072,0.0005361608,0.0002941098,0.0005372924,0.0001893153,0.000926251],"category_scores_gemma":[0.0001151473,0.0005297375,0.0001192926,0.0002829823,0.0001964542,0.0007851555,0.001058653,0.0008469287,0.0000286919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009599036,"about_ca_system_score_gemma":0.0000341851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001092888,"about_ca_topic_score_gemma":0.000003953024,"domain_scores_codex":[0.99747,0.000144673,0.0005322171,0.0008011638,0.0004350074,0.0006169871],"domain_scores_gemma":[0.9983311,0.0003300786,0.0002333441,0.0009035491,0.00006608483,0.0001358913],"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":[0.0008193259,0.00277842,0.01189448,0.004857886,0.002142784,0.0005637915,0.05103111,0.118302,0.01316418,0.03153819,0.03885939,0.7240484],"study_design_scores_gemma":[0.003116051,0.004192628,0.0209549,0.00185417,0.0003554206,0.0001332712,0.01711443,0.04162773,0.2063242,0.003063613,0.6982285,0.003035036],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949919,0.001604982,0.00019245,0.0008958118,0.0006312657,0.0003810924,0.00007596684,0.0003598948,0.0008666517],"genre_scores_gemma":[0.9925618,0.004568686,0.001204457,0.0002730711,0.00006660819,0.00005493679,0.00001579609,0.00009084467,0.001163822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7210134,"threshold_uncertainty_score":0.9999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0499683553282207,"score_gpt":0.2592914769865998,"score_spread":0.2093231216583791,"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."}}