{"id":"W4413838705","doi":"10.24908/iqurcp19892","title":"Redesign and Validation of an Accessible and 3D-Printable 24-Channel Peristaltic Pump","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Peristaltic pump; Peristalsis; Channel (broadcasting); Computer science; Engineering; Mechanical engineering; Telecommunications; Medicine; Anatomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003989627,0.0005905818,0.0006464614,0.001101111,0.0005989833,0.001942809,0.001593528,0.001723632,0.003030701],"category_scores_gemma":[0.006627964,0.0004320156,0.0009238643,0.0005081967,0.0008181935,0.00100701,0.0008684435,0.001191875,0.002299085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007472885,"about_ca_system_score_gemma":0.00149495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001143948,"about_ca_topic_score_gemma":0.000966165,"domain_scores_codex":[0.9952943,0.0004181373,0.0003122874,0.000401541,0.003275393,0.0002983751],"domain_scores_gemma":[0.9950836,0.0007595205,0.0004717115,0.0008520467,0.002421669,0.00041142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004359504,0.00103266,0.005821043,0.001009511,0.00007556466,0.002122786,0.0009154144,0.01113635,0.8489429,0.003140001,0.006771978,0.1185957],"study_design_scores_gemma":[0.00008826057,0.00214755,0.008864325,0.0001245304,0.0000911336,0.001404445,0.0002524947,0.0197524,0.8833478,0.0002616973,0.08349631,0.0001690601],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.612313,0.002433134,0.3579256,0.001272474,0.002013218,0.003202373,0.00254635,0.006830857,0.01146303],"genre_scores_gemma":[0.7082427,0.001594304,0.2668011,0.0004367612,0.00009838338,0.001268442,0.002101538,0.0008550441,0.01860178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003989627,"threshold_uncertainty_score":0.02109939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1094074654323376,"score_gpt":0.3734597092454912,"score_spread":0.2640522438131536,"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."}}