{"id":"W3109089233","doi":"10.1061/(asce)wr.1943-5452.0001368","title":"Reproducible Results Policy","year":2020,"lang":"en","type":"article","venue":"Journal of Water Resources Planning and Management","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Environmental science; Business; Economics; Environmental planning; Environmental economics","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3913982,0.002750944,0.004423932,0.01187831,0.0107632,0.03884408,0.01478436,0.03547352,0.1456027],"category_scores_gemma":[0.6507298,0.005009498,0.00778606,0.01443818,0.01349028,0.03212427,0.01659473,0.02334373,0.105052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0157964,"about_ca_system_score_gemma":0.1060187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006718202,"about_ca_topic_score_gemma":0.005218924,"domain_scores_codex":[0.5024756,0.2367866,0.06547979,0.03920126,0.1347655,0.02129135],"domain_scores_gemma":[0.197547,0.3178273,0.02743867,0.2396174,0.1997025,0.01786706],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008421627,0.0003603651,0.001420098,0.001733377,0.0001965483,0.0005679107,0.002272211,0.00107485,0.001001815,0.4814166,0.4447632,0.06435081],"study_design_scores_gemma":[0.0004062797,0.0001805073,0.0008827448,0.001660299,0.00009078044,0.0003608504,0.000545987,0.001330292,0.001826256,0.1010108,0.891512,0.0001932131],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003429925,0.002097612,0.2548261,0.09888158,0.02605887,0.02282891,0.01583038,0.0125399,0.5635067],"genre_scores_gemma":[0.08988756,0.003067828,0.3787648,0.1279482,0.01222449,0.04884825,0.01976182,0.01094878,0.3085485],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6086018,"threshold_uncertainty_score":0.7505144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1470853153173189,"score_gpt":0.3688125940067323,"score_spread":0.2217272786894134,"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."}}