{"id":"W4231519242","doi":"10.1007/978-1-84628-622-3_1","title":"Introduction","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Key (lock); Computer science; Context (archaeology); Management science; Systems engineering; Operations research; Engineering; Geography; Archaeology; Computer security","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005529691,0.0008969979,0.0005795604,0.001588385,0.001030708,0.003149787,0.001531731,0.001492689,0.4988078],"category_scores_gemma":[0.002105305,0.0003380735,0.0005203709,0.001414584,0.0004966941,0.002700426,0.001858202,0.001643942,0.4284185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001072171,"about_ca_system_score_gemma":0.001752052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002091817,"about_ca_topic_score_gemma":0.0035748,"domain_scores_codex":[0.9995011,0.00004879105,0.00001680967,0.000100479,0.0002853187,0.00004748152],"domain_scores_gemma":[0.9993187,0.0001068814,0.00002149113,0.0001049901,0.0003451658,0.0001028208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002052233,0.00004575439,0.00008536478,0.0001641925,0.000002434192,0.00004346406,0.0001023095,0.0003010368,0.0005673587,0.04232262,0.7172769,0.2390681],"study_design_scores_gemma":[0.000001398155,0.000005456367,0.00005409842,0.00005729128,9.743167e-7,0.00003360578,0.00002351267,0.00005315137,0.0001205059,0.005201914,0.9944456,0.00000257673],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000341698,0.002370964,0.01227149,0.001914899,0.003442834,0.0001603162,0.001604522,0.001050064,0.9768432],"genre_scores_gemma":[0.001010257,0.001415974,0.002569742,0.0006605636,0.0004471269,0.00006985568,0.001093445,0.0002346765,0.9924983],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5011922,"threshold_uncertainty_score":0.7148898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.231942222173659,"score_gpt":0.4469863296831798,"score_spread":0.2150441075095208,"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."}}