{"id":"W1982336379","doi":"10.1016/j.jmarsys.2008.12.014","title":"On the processes linking climate to ecosystem changes","year":2009,"lang":"en","type":"article","venue":"Journal of Marine Systems","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":284,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Ecosystem; Environmental science; Marine ecosystem; Climate change; Forcing (mathematics); Climatology; Environmental resource management; Ecology; Atmospheric sciences; Biology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001221031,0.0001036127,0.0002002858,0.00006308321,0.000119423,0.0001279269,0.0004343007,0.00003509843,0.0008969036],"category_scores_gemma":[0.00020358,0.00005751985,0.00004191208,0.000312839,0.00001482596,0.0001056197,0.0001964305,0.0002091861,0.0001351705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001064186,"about_ca_system_score_gemma":0.00001657515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000622931,"about_ca_topic_score_gemma":0.0001972819,"domain_scores_codex":[0.998595,0.00009457683,0.000313247,0.0001146612,0.0006132402,0.0002692541],"domain_scores_gemma":[0.9992764,0.000140385,0.000217214,0.0001909233,0.00005349104,0.0001215717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001344037,0.0008209246,0.4607726,0.001317798,0.0001821549,0.0007306594,0.003092876,0.006916361,0.004121704,0.006460273,0.08710575,0.4271349],"study_design_scores_gemma":[0.0006834094,0.003981405,0.03527057,0.0004824635,0.00002639769,0.0006419518,0.0009323157,0.001162,0.0006300973,0.0005992535,0.9551665,0.0004236777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5687534,0.00002640396,0.0001065954,0.008830925,0.0004789781,0.0005096893,0.000003672889,0.00002056533,0.4212698],"genre_scores_gemma":[0.9974306,0.00008183908,0.00005521764,0.0004914037,0.0003704341,0.000006850551,5.231771e-7,0.000008783805,0.001554399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8680607,"threshold_uncertainty_score":0.9820465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01931457965357178,"score_gpt":0.2494067614069146,"score_spread":0.2300921817533428,"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."}}