{"id":"W2496678186","doi":"10.1090/cln/020/09","title":"Estimates on quenching times","year":2010,"lang":"en","type":"book-chapter","venue":"Courant lecture notes in mathematics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Quenching (fluorescence); Materials science; Environmental science; Physics; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003514898,0.0006752966,0.000798917,0.0003267191,0.00009221401,0.0001473151,0.001268878,0.0006319004,0.00009266054],"category_scores_gemma":[0.001111284,0.0005702226,0.0001810261,0.00008198396,0.00008945962,0.0001527683,0.0002556454,0.00180801,0.0001838893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001169251,"about_ca_system_score_gemma":0.00006797134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.580736e-7,"about_ca_topic_score_gemma":0.000004993572,"domain_scores_codex":[0.9976823,0.00000722784,0.0006789103,0.00060258,0.0005783485,0.0004505847],"domain_scores_gemma":[0.9958054,0.002380613,0.0002862537,0.001329976,0.00008813533,0.0001095944],"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":[0.000002064234,0.00005696644,4.0615e-7,0.0005788555,0.00003347776,0.00007010026,0.0007589097,0.09037192,0.0007834322,0.9012217,0.00001252994,0.006109639],"study_design_scores_gemma":[0.00009097753,0.00002968285,2.092493e-7,0.00121995,0.0000163515,0.00004581641,4.521063e-7,0.3330202,0.00117648,0.663636,0.0003479594,0.0004159558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00002088336,0.0002914697,0.9492433,0.0002704822,0.0004409749,0.0003439573,0.000005474169,0.0004310921,0.04895236],"genre_scores_gemma":[0.008352449,0.00004897202,0.9893124,0.0001445838,0.0001536919,0.00002935411,0.000005267972,0.0001451276,0.001808221],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2426482,"threshold_uncertainty_score":0.9996749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674554973967535,"score_gpt":0.2512328896759995,"score_spread":0.2344873399363241,"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."}}