{"id":"W3157553963","doi":"10.24908/iqurcp.8748","title":"Smooth Surfaces of Constant Mean Curvature in Biology (Video Link)","year":2016,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Fluid dynamics and aerodynamics studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Differential geometry; Geometry; Mathematical analysis; Partial differential equation; Mean curvature; Differential equation; Laplace's equation; Curvature","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003296508,0.0009302309,0.0004867365,0.001753886,0.0008173683,0.002341314,0.001106628,0.002136331,0.4179325],"category_scores_gemma":[0.001483024,0.0004540183,0.0006268857,0.001260267,0.000652829,0.002905387,0.001400255,0.002342876,0.1138533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138832,"about_ca_system_score_gemma":0.0005884497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002940321,"about_ca_topic_score_gemma":0.006858228,"domain_scores_codex":[0.9997482,0.00003196795,0.000006718481,0.00004083206,0.0001366052,0.00003581592],"domain_scores_gemma":[0.9993469,0.000283251,0.00004387522,0.00004534666,0.0001366018,0.0001440325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004707885,0.00001793762,0.00009295274,0.0002143823,0.000005991446,0.0001551068,0.00004453371,0.0001374404,0.001366768,0.008022383,0.9383622,0.05153327],"study_design_scores_gemma":[0.00001885116,0.00002288302,0.0008633287,0.0001857063,0.000004454348,0.000407463,0.00004449064,0.0003234959,0.0005557596,0.007640901,0.9899143,0.00001831635],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005002662,0.0594102,0.04961168,0.03270745,0.09586825,0.0004787339,0.03337464,0.01374227,0.7098042],"genre_scores_gemma":[0.03923665,0.04027578,0.03566286,0.01601907,0.04631063,0.0005388434,0.02063729,0.004041526,0.7972774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4179325,"threshold_uncertainty_score":0.8302486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05018016389699627,"score_gpt":0.3278407172547329,"score_spread":0.2776605533577367,"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."}}