{"id":"W3208636558","doi":"10.1088/1755-1315/779/1/012053","title":"Predicting long-term climate changes in Iraq","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Climate variability and models","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Downscaling; Representative Concentration Pathways; Environmental science; Air temperature; Climatology; Climate change; Surface air temperature; Baseline (sea); Coupled model intercomparison project; Climate model; Mean radiant temperature; Meteorology; Atmospheric sciences; Geography; Geology","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":[0.0006520915,0.000561082,0.0003051496,0.0004648006,0.0003018743,0.0006327737,0.0005666856,0.0005951072,0.001099711],"category_scores_gemma":[0.0008115867,0.0002096947,0.0007455759,0.0008237286,0.0002027347,0.0004767439,0.0003508998,0.0005329326,0.0003526951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001043963,"about_ca_system_score_gemma":0.001058481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07374381,"about_ca_topic_score_gemma":0.03554816,"domain_scores_codex":[0.9998302,0.00004574204,0.000009821831,0.00003881399,0.00003518816,0.00004025476],"domain_scores_gemma":[0.9997508,0.00005206545,0.00003301185,0.00002282661,0.0001208973,0.00002042421],"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":[0.000068683,0.00007797215,0.08687788,0.00007700608,0.0001437207,0.0002572592,0.00008601076,0.8952078,0.002411018,0.0005370119,0.002518703,0.01173695],"study_design_scores_gemma":[0.00001813904,0.00004328933,0.04966768,0.00001832192,0.00004168013,0.0000255495,0.0001893424,0.9464265,0.001166066,0.0003325989,0.002050192,0.00002072071],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859304,0.0002812318,0.005947775,0.0005337549,0.00006525052,0.00003428141,0.003902576,0.0002347486,0.003069886],"genre_scores_gemma":[0.9957199,0.0001482426,0.001864611,0.00002710998,0.00001904377,0.00002469112,0.001851761,0.00001690793,0.0003278427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07374381,"threshold_uncertainty_score":0.1466292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045910736557339,"score_gpt":0.222358947596421,"score_spread":0.2018998402308476,"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."}}