{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001591879,0.0001708194,0.000279518,0.0002614776,0.0004564087,0.0008847765,0.0003959762,0.0001056507,0.00007540949],"category_scores_gemma":[0.0002331496,0.0001491018,0.0000166359,0.0004180438,0.000836117,0.0009291138,0.0004737735,0.0001968935,0.000007641908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005395395,"about_ca_system_score_gemma":0.0002351294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007139533,"about_ca_topic_score_gemma":0.000009200619,"domain_scores_codex":[0.9980482,0.00009334191,0.0003876878,0.0005838809,0.0004307329,0.000456147],"domain_scores_gemma":[0.9985405,0.00008712708,0.0001201239,0.0002146644,0.0008762602,0.0001613417],"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":[0.0001310648,0.00008206924,0.0003790745,0.0006264183,0.0000108361,7.582755e-7,0.001383622,0.000004597352,0.9318231,0.06373432,0.0003972907,0.001426829],"study_design_scores_gemma":[0.0004468302,0.0002710159,0.0006197809,0.0003237232,0.00001923024,0.000005759993,0.00366575,0.003802309,0.8424913,0.1471884,0.0009319584,0.0002339206],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898076,0.00007399992,0.001864298,0.004833177,0.00009550947,0.0006086442,0.000009935758,0.0000714649,0.002635386],"genre_scores_gemma":[0.9969512,0.0004712739,0.001233193,0.00003214301,0.00005026702,0.0001752841,0.000006776222,0.00001573373,0.001064094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08933184,"threshold_uncertainty_score":0.853192,"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."}}