{"id":"W2519750539","doi":"10.1108/rpj-10-2014-0146","title":"A study on revolute joints in 3D-printed non-assembly mechanisms","year":2016,"lang":"en","type":"article","venue":"Rapid Prototyping Journal","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Hong Kong University of Science and Technology","keywords":"Revolute joint; CAD; Fused deposition modeling; Engineering drawing; Process (computing); Design process; Computer Aided Design; Computer science; Joins; 3d printed; Configuration design; Joint (building); Engineering design process; Mechanical engineering; Engineering; 3D printing; Structural engineering; Manufacturing engineering; Systems engineering","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":[0.0007330724,0.000249665,0.0002840448,0.0004445828,0.0001196875,0.00005979751,0.0003724381,0.0001127624,0.00007760504],"category_scores_gemma":[0.0002162538,0.0001749461,0.00007608457,0.0001786354,0.00002833478,0.0001462393,0.00009058719,0.0006572084,0.0001360652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002073622,"about_ca_system_score_gemma":0.00002328011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002719128,"about_ca_topic_score_gemma":0.000003856172,"domain_scores_codex":[0.9985722,0.00007917223,0.000405571,0.000246683,0.0002340542,0.000462315],"domain_scores_gemma":[0.9993555,0.00009703083,0.0000944793,0.0003330491,0.00004512935,0.00007479345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002661258,0.0005077988,0.004457552,0.000121565,0.0003901024,0.0007180437,0.001646076,0.0004631937,0.04109075,0.0008546636,0.001607495,0.9478766],"study_design_scores_gemma":[0.008489262,0.003087398,0.2717891,0.00588813,0.00005590692,0.0005710001,0.001821117,0.002101856,0.6703872,0.0275424,0.006310497,0.001956143],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9264123,0.00006592262,0.06918913,0.0003077814,0.000499579,0.00134739,0.000003050015,0.0008079967,0.001366896],"genre_scores_gemma":[0.9939824,0.0001002695,0.005490589,0.00001993744,0.0001001626,0.0001878988,2.104143e-7,0.00005181189,0.00006670046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9459205,"threshold_uncertainty_score":0.7134094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02122732045505089,"score_gpt":0.2473642591052482,"score_spread":0.2261369386501973,"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."}}