{"id":"W6977014827","doi":"10.60692/h9974-d2m76","title":"Methodological Approach for Climate Simulations Selection for Climate Change Impact Studies","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Climate variability and models","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ouranos","funders":"","keywords":"Downscaling; Precipitation; Climate change; Coupled model intercomparison project; Climate model; Selection (genetic algorithm); General Circulation Model; Transient climate simulation; Watershed","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":[0.09228518,0.001119073,0.001157847,0.004342197,0.001708931,0.002869678,0.003086775,0.000940731,0.01057377],"category_scores_gemma":[0.1830891,0.0009053037,0.001738955,0.00347418,0.0008729604,0.001624323,0.003390502,0.002322443,0.001510826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001787179,"about_ca_system_score_gemma":0.005410509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002070485,"about_ca_topic_score_gemma":0.004079361,"domain_scores_codex":[0.9092901,0.07747493,0.004045195,0.002821884,0.005789646,0.0005782155],"domain_scores_gemma":[0.815209,0.1268168,0.009203781,0.01668935,0.0305212,0.00155995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001820188,0.001551874,0.04815098,0.001799063,0.002239391,0.0006697145,0.00616512,0.1554385,0.009621616,0.1407768,0.01515821,0.6166086],"study_design_scores_gemma":[0.001742747,0.001293807,0.01657503,0.000976519,0.0007892059,0.0003001411,0.003334149,0.7835144,0.01291372,0.1192348,0.05907905,0.0002463589],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01522603,0.0001131812,0.9777724,0.0005091049,0.0001270436,0.003035862,0.0003694951,0.0004270788,0.002419953],"genre_scores_gemma":[0.09240892,0.00007259639,0.9005281,0.0001800488,0.00009975277,0.005245414,0.0006286408,0.0001594434,0.0006771467],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09228518,"threshold_uncertainty_score":0.4880565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3730916645288566,"score_gpt":0.361222060080635,"score_spread":0.01186960444822166,"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."}}