{"id":"W2062276559","doi":"10.5194/bg-6-1961-2009","title":"Statistical validation of a 3-D bio-physical model of the western North Atlantic","year":2009,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Office of Naval Research; Multidisciplinary University Research Initiative; National Aeronautics and Space Administration","keywords":"Phytoplankton; Ecosystem model; Picoplankton; Environmental science; Marine ecosystem; Ecosystem; Chlorophyll a; Oceanography; Climatology; Ecology; Geology; Biology; Nutrient","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001188387,0.00006097969,0.0001223485,0.00003506433,0.00006048954,0.00001812075,0.0002705551,0.00001625144,0.0000318446],"category_scores_gemma":[0.00003388791,0.00003392588,0.00004036506,0.000290452,0.0001470051,0.0001053404,0.00001262049,0.00003227017,0.000008903019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.326078e-7,"about_ca_system_score_gemma":0.00006022374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004870798,"about_ca_topic_score_gemma":0.002532381,"domain_scores_codex":[0.9992173,0.0000345121,0.0001686793,0.0001328496,0.0003176207,0.0001290618],"domain_scores_gemma":[0.9996377,0.00006176469,0.0001035863,0.0001264664,0.0000291311,0.00004130152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006169167,0.00002466641,0.9923881,0.000009300315,0.000001179516,2.347816e-7,0.00009181999,0.0008317358,0.0002610058,0.0002504586,0.000035614,0.006099731],"study_design_scores_gemma":[0.00005366302,0.0001694272,0.9092513,0.00001020162,0.000008581003,0.000001852093,0.00002462559,0.0881002,0.001256084,0.001008725,0.00005774238,0.00005756176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972955,0.00001008639,0.0004744303,0.0001109617,0.00007279151,0.00007881783,0.000140924,0.000006559993,0.001809949],"genre_scores_gemma":[0.9997014,0.000004141088,0.0001415663,0.00003813512,0.00002476687,1.761304e-7,0.00001832794,4.850369e-7,0.00007102332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08726846,"threshold_uncertainty_score":0.7363222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01828461086489159,"score_gpt":0.2184702056945523,"score_spread":0.2001855948296608,"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."}}