{"id":"W4312981500","doi":"10.1609/socs.v3i1.18231","title":"Preface","year":2021,"lang":"en","type":"article","venue":"Proceedings of the International Symposium on Combinatorial Search","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003621817,0.00009387392,0.00009955173,0.00004743862,0.00009703681,0.0003541802,0.002741123,0.00003514393,0.00002856011],"category_scores_gemma":[0.0001021784,0.00007329549,0.00008570135,0.0003805428,0.00003932197,0.0005350279,0.001722287,0.0001675688,0.00003385049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007829097,"about_ca_system_score_gemma":0.00004591706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001702093,"about_ca_topic_score_gemma":3.474666e-7,"domain_scores_codex":[0.998289,0.00000935242,0.0001828627,0.0003161512,0.001028699,0.0001738846],"domain_scores_gemma":[0.9990263,0.00005242771,0.00008369796,0.0002113625,0.0005804676,0.00004572371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000146196,0.0001804818,0.0009200377,0.00001466676,0.00004264319,0.000001655274,0.00009771186,0.00001139185,0.03028003,0.961489,0.005721481,0.001226254],"study_design_scores_gemma":[0.001275521,0.0001464432,0.002020964,0.0001166513,0.00001076001,0.00001176972,0.00006582107,0.007241074,0.8478848,0.05790176,0.08307642,0.0002479795],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4168236,0.0000548909,0.00136616,0.09052603,0.02883826,0.0006750174,0.00003043462,0.0002760008,0.4614096],"genre_scores_gemma":[0.9938968,0.00002933256,0.001325435,0.0002863323,0.0003885843,0.0000114143,0.000003308809,0.000009487592,0.004049306],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9035873,"threshold_uncertainty_score":0.5093734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156046628836545,"score_gpt":0.2527218844837509,"score_spread":0.2371172216000964,"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."}}