{"id":"W4322576860","doi":"10.1016/b978-0-32-391244-0.00013-9","title":"Modeling active tracers","year":2023,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Optimization and Search Problems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","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":[0.0003735071,0.0008783687,0.0008534396,0.0008545048,0.0005994141,0.002998973,0.001747856,0.00209054,0.02246669],"category_scores_gemma":[0.001684371,0.0006948715,0.0005715245,0.0009247437,0.001052368,0.00238952,0.001615901,0.001282944,0.004941846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009445727,"about_ca_system_score_gemma":0.000812199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00297226,"about_ca_topic_score_gemma":0.001945792,"domain_scores_codex":[0.9998049,0.00003709636,0.000007691909,0.00004770881,0.00007829459,0.00002429451],"domain_scores_gemma":[0.9996661,0.0001459379,0.00003223296,0.00005964674,0.00006006768,0.00003612975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005547589,0.00005420309,0.000442984,0.0001404757,0.00002918644,0.000124482,0.0001178641,0.4263217,0.004464263,0.4738964,0.01455243,0.07980052],"study_design_scores_gemma":[0.00001227044,0.0000182422,0.00009039076,0.00003485712,0.00001100712,0.0001039024,0.00002624169,0.8193,0.001514103,0.1415126,0.03736062,0.00001574036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.009836391,0.002458448,0.852298,0.00060317,0.0004164412,0.0000631853,0.0004294417,0.001601987,0.1322929],"genre_scores_gemma":[0.4073364,0.005677244,0.207632,0.0004471912,0.0003504304,0.000394512,0.001294987,0.001702116,0.3751651],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02246669,"threshold_uncertainty_score":0.07515854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04333387487211295,"score_gpt":0.2667913700453018,"score_spread":0.2234574951731889,"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."}}