{"id":"W4307475305","doi":"10.1145/3526113.3545623","title":"Prototyping Soft Devices with Interactive Bioplastics","year":2022,"lang":"en","type":"article","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"European Commission","keywords":"Bioplastic; Computer science; Rapid prototyping; Engineering; Mechanical 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":[0.00006630986,0.00009302072,0.00008180593,0.00008816849,0.0002681065,0.00008060296,0.0004977566,0.000008458223,0.0003031743],"category_scores_gemma":[0.00001266093,0.00007223513,0.00003047528,0.0002645371,0.00001832024,0.0006175883,0.0003926693,0.0001838411,0.00006338633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006598553,"about_ca_system_score_gemma":0.00006109275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002829902,"about_ca_topic_score_gemma":0.000008877114,"domain_scores_codex":[0.999234,0.00004752208,0.00008924049,0.000254464,0.0001931273,0.0001816757],"domain_scores_gemma":[0.9995083,0.0001024557,0.00006809214,0.0001901577,0.00009538486,0.00003557668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002175587,0.002623507,0.04280534,0.0001792549,0.001337158,0.000885631,0.04004209,0.005966974,0.1084488,0.7152854,0.03331938,0.04693089],"study_design_scores_gemma":[0.003287545,0.007157808,0.0477606,0.0001711854,0.00007330131,0.001080152,0.02358057,0.3064129,0.2132897,0.002492661,0.3921525,0.002540978],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02279297,0.00001923036,0.9478979,0.0007174239,0.0003660953,0.0003992467,0.000004498735,0.00005340074,0.02774931],"genre_scores_gemma":[0.9920614,3.415701e-7,0.005729154,0.001436353,0.0000195394,0.0001297547,0.000002904494,0.000006531624,0.0006140649],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9692684,"threshold_uncertainty_score":0.3319546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008623385477198098,"score_gpt":0.2322738650409769,"score_spread":0.2236504795637788,"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."}}