{"id":"W2763813439","doi":"10.1007/3-540-32386-4_10","title":"Stability and dispersion","year":2005,"lang":"en","type":"book-chapter","venue":"Interaction of mechanics and mathematics","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Dispersion (optics); Stability (learning theory); Materials science; Physics; Computer science; Optics; Machine learning","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":[0.0005043299,0.0006070556,0.0008012395,0.001570632,0.001426428,0.00220184,0.0007181167,0.001244966,0.01270207],"category_scores_gemma":[0.002435615,0.0002839556,0.0003647203,0.0009675702,0.002869465,0.003975125,0.001393026,0.001800432,0.002634172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000963961,"about_ca_system_score_gemma":0.0004181287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005115611,"about_ca_topic_score_gemma":0.0003011267,"domain_scores_codex":[0.9995366,0.00007922586,0.00002010007,0.0001278518,0.0002008564,0.00003522711],"domain_scores_gemma":[0.9994791,0.0002068085,0.00005141276,0.0001103355,0.0001134795,0.00003891624],"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":[0.000007406488,0.000006682022,0.00004399024,0.00001922765,0.00000451907,0.00001487479,0.00007826993,0.0009647729,0.0007088374,0.9856953,0.002487016,0.009968987],"study_design_scores_gemma":[0.000002013466,0.000005026727,0.00007971351,0.000006739423,0.000002072179,0.00004753723,0.00002115794,0.003697923,0.0004952362,0.9844733,0.01116414,0.000005056952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06870378,0.02009852,0.2304217,0.007693266,0.002348602,0.00008026254,0.0003673368,0.0006320855,0.6696544],"genre_scores_gemma":[0.7444494,0.005575005,0.02482766,0.0009306552,0.00288494,0.0002009225,0.0002612793,0.0004019978,0.2204682],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01270207,"threshold_uncertainty_score":0.04249269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01713314102231134,"score_gpt":0.2564303110914345,"score_spread":0.2392971700691232,"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."}}