{"id":"W1975507811","doi":"10.1007/s10666-005-9032-4","title":"Preface","year":2006,"lang":"en","type":"article","venue":"Environmental Modeling & Assessment","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Group for Research in Decision Analysis; HEC Montréal","funders":"","keywords":"Philosophy","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":[],"category_scores_codex":[0.0002670371,0.0002973799,0.0002072022,0.00007807754,0.0001965961,0.00006391873,0.0002358139,0.00007662245,0.0007316643],"category_scores_gemma":[0.000001545817,0.0003076608,0.0001134161,0.0000738166,0.00006861016,0.0002718437,0.0001737058,0.0002388261,0.002895096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009746039,"about_ca_system_score_gemma":0.00002671449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001849642,"about_ca_topic_score_gemma":0.00001157471,"domain_scores_codex":[0.9977676,0.00007374844,0.0003963859,0.0005475855,0.000712691,0.0005020292],"domain_scores_gemma":[0.9992918,0.00001776909,0.00009724349,0.0004864638,0.000003470031,0.0001032449],"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":[0.00001811837,0.0008590096,0.02185516,0.000006555886,0.00003348908,0.00001612688,0.00005143129,0.8029817,0.1708808,0.001323535,0.001010261,0.000963746],"study_design_scores_gemma":[0.001016186,0.00008335862,0.02632372,0.00001928812,0.00005554747,0.00001424667,0.0002083583,0.9622081,0.002954968,0.002381036,0.004162201,0.000572985],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9352036,0.0001930718,0.04603896,0.00008729897,0.0001389597,0.0003609474,0.00007224725,0.0002579326,0.01764702],"genre_scores_gemma":[0.9816508,0.00001153963,0.01654223,0.00006393974,0.0001631422,0.00007288875,0.0002007171,0.0001238602,0.001170829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1679258,"threshold_uncertainty_score":0.9999375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008921483615296736,"score_gpt":0.2436622037834056,"score_spread":0.2347407201681088,"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."}}