{"id":"W4200160094","doi":"10.1007/s10666-021-09801-6","title":"Foreword","year":2021,"lang":"en","type":"article","venue":"Environmental Modeling & Assessment","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Group for Research in Decision Analysis; HEC Montréal","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000243025,0.0002687201,0.0002355997,0.00005460414,0.0001915051,0.00005137463,0.0001883235,0.00008022446,0.002145935],"category_scores_gemma":[0.000007497652,0.0002937114,0.0001544594,0.0001087571,0.00005324238,0.0002441929,0.0003042253,0.0002948008,0.002424544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008249413,"about_ca_system_score_gemma":0.00007853856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000126752,"about_ca_topic_score_gemma":0.00000788252,"domain_scores_codex":[0.9977409,0.0001024817,0.00036431,0.0006135436,0.0006937593,0.0004850393],"domain_scores_gemma":[0.9991023,0.00002552221,0.00007278763,0.00061174,0.000007967186,0.0001796856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004907457,0.002449252,0.03744665,0.00003103319,0.0003141674,0.0004442091,0.0005083177,0.4701647,0.4648509,0.004950402,0.001763672,0.0170276],"study_design_scores_gemma":[0.0009831738,0.00005970155,0.007601027,0.00003171823,0.00007200168,0.00005817294,0.0009668754,0.9774202,0.006580939,0.00175797,0.003946024,0.0005221898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9165843,0.0003594172,0.07564201,0.0002101644,0.000249579,0.0001939871,0.0001534737,0.0001683915,0.006438746],"genre_scores_gemma":[0.9681085,0.00005253037,0.02977979,0.000278832,0.0001146326,0.00005730198,0.0002730613,0.0001179619,0.00121734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5072555,"threshold_uncertainty_score":0.9999515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01878462830479518,"score_gpt":0.2780858935807744,"score_spread":0.2593012652759792,"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."}}