{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001353737,0.0003096853,0.0005300312,0.0005692479,0.00009871493,0.00007911388,0.0005719243,0.0002470413,0.00001677347],"category_scores_gemma":[0.0003889292,0.0002243593,0.00007184927,0.0008228605,0.00120725,0.0003202446,0.0002833243,0.0006056936,0.00002300596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002692728,"about_ca_system_score_gemma":0.0001643007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000245479,"about_ca_topic_score_gemma":0.0003851609,"domain_scores_codex":[0.9973969,0.00006088974,0.0005762928,0.0005043509,0.0005079065,0.0009536801],"domain_scores_gemma":[0.9981315,0.0004123974,0.00007840244,0.0002209911,0.001005171,0.0001515546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007795574,0.00007640569,0.04052104,0.0004851065,0.0001644014,0.00001313011,0.002823993,0.000102368,0.2262474,0.7122655,0.001822714,0.01540006],"study_design_scores_gemma":[0.003412792,0.0008870605,0.01300394,0.003013111,0.00003504738,0.00001319327,0.003961254,0.07321405,0.01325587,0.8798957,0.007576009,0.001731902],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674065,0.0009398792,0.003105061,0.01674383,0.0003855858,0.0006585162,0.00008515848,0.000275085,0.01040041],"genre_scores_gemma":[0.9918519,0.007336317,0.0004220689,0.00001193426,0.00007722001,0.00005434694,0.00000586649,0.0000479234,0.0001924639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2129915,"threshold_uncertainty_score":0.9149107,"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."}}