{"id":"W2610236401","doi":"10.1007/978-3-319-54571-4","title":"Modeling Coastal Hypoxia","year":2017,"lang":"en","type":"book","venue":"","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Hypoxia (environmental); Geography; Oceanography; Computer science; Environmental science; History; Geology; Chemistry; Oxygen","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":[0.0001005485,0.0008872024,0.0006559304,0.0002143792,0.0002786883,0.0007148839,0.001106031,0.0007161509,0.009614281],"category_scores_gemma":[0.000423624,0.0004071754,0.0006212116,0.0003983811,0.0002932395,0.0008783617,0.0008661919,0.0006115836,0.001699179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005618985,"about_ca_system_score_gemma":0.0005093949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02067109,"about_ca_topic_score_gemma":0.01687773,"domain_scores_codex":[0.9999614,0.000007004337,0.00000173729,0.00001321107,0.00001157103,0.000005045121],"domain_scores_gemma":[0.9999247,0.00002608613,0.000007430591,0.00001383217,0.00001673723,0.00001138508],"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":[0.00001380561,0.00001523789,0.0004656048,0.00005750655,0.0000309123,0.00005508171,0.00002963234,0.9420285,0.0009797567,0.01106466,0.01255565,0.03270373],"study_design_scores_gemma":[0.00001063916,0.0000160727,0.0005485375,0.00002315867,0.00002262515,0.00004361545,0.0000473425,0.9346921,0.0006726294,0.0300003,0.03390799,0.00001501972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.06461409,0.005674079,0.6524318,0.003608792,0.001724382,0.00009526543,0.004544136,0.004265767,0.2630417],"genre_scores_gemma":[0.5893781,0.009123391,0.1151911,0.0006136691,0.001026037,0.0003325644,0.004703029,0.001521657,0.2781104],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02067109,"threshold_uncertainty_score":0.04110157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016182528127552,"score_gpt":0.2254169127426746,"score_spread":0.2052550874613991,"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."}}