{"id":"W2145997729","doi":"10.5194/gmd-8-2231-2015","title":"EMPOWER-1.0: an Efficient Model of Planktonic ecOsystems WrittEn in R","year":2015,"lang":"en","type":"article","venue":"Geoscientific model development","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Testbed; Plankton; Computer science; Ecosystem model; Ecosystem; Set (abstract data type); Simple (philosophy); Marine ecosystem; Modular design; Ecology; Biology","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":[0.002532049,0.001699658,0.001346389,0.000727938,0.0004256084,0.001511314,0.004271458,0.001339557,0.02507394],"category_scores_gemma":[0.01049185,0.001373341,0.00213307,0.0007407824,0.0007064597,0.00160023,0.002182885,0.002541042,0.01582045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006052066,"about_ca_system_score_gemma":0.001859227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004255828,"about_ca_topic_score_gemma":0.003941434,"domain_scores_codex":[0.9987834,0.0004044387,0.0001144934,0.0002348261,0.0003562336,0.0001065735],"domain_scores_gemma":[0.9967033,0.00204995,0.0002337545,0.0003894503,0.0004760799,0.0001475025],"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":[0.000814017,0.0001799036,0.009273631,0.002505752,0.0007425594,0.001194338,0.0004778498,0.6475728,0.01576535,0.03878592,0.2148828,0.06780513],"study_design_scores_gemma":[0.0004249605,0.0001399787,0.001452513,0.0001358685,0.0001294132,0.0003050798,0.00004831918,0.8692768,0.009163974,0.01993044,0.09884565,0.0001470631],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01771918,0.0005622832,0.755612,0.0006006963,0.0002830734,0.0003720969,0.02301274,0.1930542,0.008783807],"genre_scores_gemma":[0.2001526,0.000861397,0.696032,0.0008198441,0.0001106576,0.002069942,0.02922585,0.05977309,0.01095457],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02507394,"threshold_uncertainty_score":0.08388072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04210748359538903,"score_gpt":0.2199423998183125,"score_spread":0.1778349162229235,"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."}}