{"id":"W2065981410","doi":"10.1007/s00285-013-0647-9","title":"Microphysical derivation of the Canham–Helfrich free-energy density","year":2013,"lang":"en","type":"article","venue":"Journal of Mathematical Biology","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Q & T Research; McGill University","funders":"National Institute of General Medical Sciences","keywords":"Gaussian curvature; Physics; Curvature; Classical mechanics; Mathematics; Geometry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00167879,0.001241836,0.001544713,0.002803595,0.001491678,0.001694727,0.002935675,0.002475147,0.006988144],"category_scores_gemma":[0.007195422,0.0007035124,0.001490049,0.001120623,0.00250059,0.0031057,0.002895101,0.003497718,0.001695172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002055247,"about_ca_system_score_gemma":0.001518899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005995204,"about_ca_topic_score_gemma":0.0034165,"domain_scores_codex":[0.9995465,0.0001751193,0.00002316912,0.00003762283,0.0001547736,0.00006290463],"domain_scores_gemma":[0.9987198,0.0004769105,0.00008089027,0.0001965466,0.0003589135,0.0001669175],"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":[0.000005874932,0.00001505448,0.00009979353,0.00004566032,0.00001312073,0.00006973425,0.00005917659,0.0219306,0.000375939,0.9749374,0.001089952,0.00135771],"study_design_scores_gemma":[0.0000120277,0.000009435987,0.0003447723,0.00004081962,0.00001219653,0.00009647883,0.00003436904,0.4021421,0.0002155716,0.5941759,0.002880022,0.0000364491],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07676574,0.007531539,0.7227114,0.006119426,0.001898086,0.000232264,0.0005983338,0.000504778,0.1836385],"genre_scores_gemma":[0.8132052,0.005163117,0.1056627,0.002527606,0.001987631,0.0007915507,0.0004823862,0.0008294569,0.06935027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006988144,"threshold_uncertainty_score":0.02337766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005784483104488558,"score_gpt":0.2216411403959791,"score_spread":0.2158566572914905,"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."}}