{"id":"W1746495485","doi":"10.1002/2013eo200005","title":"The Future of Marine Biogeochemistry, Ecosystems, and Societies","year":2013,"lang":"en","type":"article","venue":"Eos","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Bedford Institute of Oceanography","funders":"","keywords":"Biogeochemistry; Marine ecosystem; Oceanography; Ecosystem; Library science; Environmental resource management; Geography; Environmental science; Ecology; Geology; Computer science; 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":[0.00214355,0.0004216388,0.0004575839,0.001185397,0.002429282,0.007690496,0.0007780834,0.003221233,0.009592758],"category_scores_gemma":[0.001985254,0.000188556,0.0002898686,0.001741566,0.008988478,0.01144973,0.00281675,0.002523497,0.0009134118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004839307,"about_ca_system_score_gemma":0.005482474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008246297,"about_ca_topic_score_gemma":0.0117363,"domain_scores_codex":[0.9990333,0.0004844654,0.00002664382,0.0001149927,0.0001447552,0.0001958773],"domain_scores_gemma":[0.9987589,0.0004284943,0.0001297339,0.0001256908,0.0001859248,0.0003711635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006131506,0.00003269354,0.003164946,0.0003176926,0.00002236117,0.0001046689,0.003387031,0.0006009066,0.0005231529,0.7884296,0.04353666,0.159819],"study_design_scores_gemma":[0.000005340266,0.0000277307,0.003779742,0.0004244419,0.000008134674,0.0001226085,0.004988049,0.0004399999,0.0001135402,0.4414786,0.5485911,0.00002066229],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02571913,0.3169045,0.005656773,0.4554085,0.004449433,0.00002205389,0.0003234746,0.0001332218,0.191383],"genre_scores_gemma":[0.7073228,0.2244624,0.01035918,0.01885541,0.004291617,0.0001356697,0.0002615077,0.00004293657,0.03426842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009592758,"threshold_uncertainty_score":0.03511173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002402065507536396,"score_gpt":0.16090377808802,"score_spread":0.1585017125804836,"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."}}