{"id":"W4392552350","doi":"10.1137/1.9781611977820.ch11","title":"Chapter 11: Derivatives of Measures","year":2024,"lang":"en","type":"book-chapter","venue":"Society for Industrial and Applied Mathematics eBooks","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Chemistry","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":[0.005055467,0.0003776631,0.0007719002,0.0001507908,0.0002076519,0.0002602127,0.0004323071,0.0005532064,0.0002381478],"category_scores_gemma":[0.0003155839,0.0002668413,0.0007430294,0.00004828285,0.0004567465,0.00003789526,0.0001630563,0.000292873,0.00003576474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003748471,"about_ca_system_score_gemma":0.0001372115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001420912,"about_ca_topic_score_gemma":0.000007894034,"domain_scores_codex":[0.9958648,0.000006366105,0.001188143,0.0006549351,0.002052956,0.0002327876],"domain_scores_gemma":[0.9973009,0.0008872761,0.0007837865,0.000471244,0.0004538445,0.0001029186],"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":[0.00002249166,0.00001120189,4.863005e-7,0.00009566743,0.0001987921,1.069294e-7,0.002693457,0.000003130647,0.002441318,0.9539947,0.01247357,0.02806509],"study_design_scores_gemma":[0.0005604952,0.00004536657,1.566087e-7,0.0002192051,0.0002706016,8.467606e-7,0.001149246,0.0002806212,0.003730088,0.8206835,0.1727951,0.0002646931],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001183781,0.0002636067,0.00463427,0.000275099,0.001032467,0.002320385,0.0002610723,0.0000592757,0.98997],"genre_scores_gemma":[0.02064871,0.00002009461,0.00695375,0.00008371913,0.0009114078,0.0001183313,0.00003879546,0.00009841342,0.9711268],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1603216,"threshold_uncertainty_score":0.9999784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3981097339708809,"score_gpt":0.3666565278096116,"score_spread":0.03145320616126929,"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."}}