{"id":"W4412900306","doi":"10.1145/3721251.3734062","title":"Paper Animatronics Workshop 2025","year":2025,"lang":"en","type":"article","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[0.001540339,0.001162478,0.00046168,0.0008495476,0.001061043,0.003782512,0.00115573,0.001925234,0.1886749],"category_scores_gemma":[0.0006924275,0.0003561358,0.0006224426,0.0004628162,0.0005002081,0.001268059,0.001573341,0.001553928,0.07476744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008254923,"about_ca_system_score_gemma":0.001103283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003000281,"about_ca_topic_score_gemma":0.006047442,"domain_scores_codex":[0.999116,0.0001021253,0.00002489274,0.0001699048,0.0004747142,0.0001123144],"domain_scores_gemma":[0.9994147,0.00007697464,0.00001299926,0.00005497941,0.0002979882,0.0001424267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005008916,0.0002394469,0.000336989,0.0002412614,0.00005009348,0.0003962517,0.0001361786,0.001628203,0.02418919,0.01669964,0.7337002,0.2218817],"study_design_scores_gemma":[0.00004103834,0.0001567452,0.0005638762,0.00006366668,0.00001418158,0.0001492628,0.00009326286,0.002338297,0.009111634,0.003280285,0.9841716,0.00001623227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01363726,0.006451134,0.07546018,0.009109768,0.04151205,0.0005614681,0.002668896,0.003012552,0.8475867],"genre_scores_gemma":[0.01731906,0.0009750594,0.007273988,0.0006242651,0.001076818,0.00008013127,0.001775062,0.0004673657,0.9704083],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1886749,"threshold_uncertainty_score":0.6311805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01018184020306096,"score_gpt":0.2326334508982575,"score_spread":0.2224516106951966,"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."}}