{"id":"W4393285963","doi":"10.2139/ssrn.4776851","title":"Coastal Generalized Ecosystem Model (Cgem) 1.0: A Complex Biogeochemical Model for Simulating Lower Trophic Levels and Ecosystem Dynamics","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"General Dynamics (Canada)","funders":"","keywords":"Biogeochemical cycle; Trophic level; Ecosystem; Environmental science; Ecosystem model; Ecology; Coastal ecosystem; Dynamics (music); Oceanography; Geology; Biology; Physics","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":[0.0004214745,0.001023316,0.000858554,0.000476317,0.0005158527,0.001024736,0.002134159,0.001467519,0.004022967],"category_scores_gemma":[0.001799994,0.0004369783,0.0008216845,0.0009328835,0.0004963439,0.001049177,0.001381302,0.001334333,0.000706023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007926509,"about_ca_system_score_gemma":0.001464333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02106629,"about_ca_topic_score_gemma":0.01690484,"domain_scores_codex":[0.999866,0.00004568818,0.000009297522,0.00003107022,0.00002779168,0.00002014132],"domain_scores_gemma":[0.9994935,0.0002095095,0.0000643363,0.00006830717,0.00008980752,0.00007446143],"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":[0.00004500441,0.00002489389,0.001362978,0.00005007007,0.00003778669,0.00007211183,0.00003328287,0.9804068,0.0008129523,0.01089232,0.002729962,0.003531895],"study_design_scores_gemma":[0.00003480072,0.00001069863,0.0002838947,0.000004841912,0.00001271195,0.0000142473,0.00000577222,0.9928507,0.0001718118,0.004687202,0.00191422,0.000009133349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2990879,0.001016798,0.6364924,0.001160769,0.0003225816,0.0002616743,0.02203673,0.006483203,0.0331379],"genre_scores_gemma":[0.7724662,0.0008146649,0.2017816,0.0002990304,0.0001123068,0.0008844715,0.008807839,0.00127706,0.01355676],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02106629,"threshold_uncertainty_score":0.04188734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02803912461733366,"score_gpt":0.242291930973861,"score_spread":0.2142528063565274,"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."}}