{"id":"W2908244099","doi":"10.5194/os-15-891-2019","title":"Simulating the spread of disinfection by-products and anthropogenic bromoform emissions from ballast water discharge in Southeast Asia","year":2019,"lang":"en","type":"article","venue":"Ocean science","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Christian-Albrechts-Universität zu Kiel; Deutsche Forschungsgemeinschaft","keywords":"Bromoform; Ballast; Environmental science; Oceanography; Ozone; Atmospheric sciences; Estuary; Environmental chemistry; Meteorology; Geology; Chemistry; Geography","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":[0.0002865111,0.0007754254,0.000447451,0.0004031976,0.0004097764,0.0006680606,0.0009528747,0.001275984,0.001676658],"category_scores_gemma":[0.000762117,0.0003325298,0.0009932285,0.0004420973,0.0005587824,0.0003934015,0.0006779717,0.0006802959,0.0001350561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001331813,"about_ca_system_score_gemma":0.001286028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1289541,"about_ca_topic_score_gemma":0.05713005,"domain_scores_codex":[0.999896,0.00002262204,0.000006086249,0.00002248703,0.00001334636,0.00003936984],"domain_scores_gemma":[0.9996032,0.0001628683,0.00005022635,0.00002515499,0.00008306021,0.00007555682],"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":[0.0001338548,0.0001203884,0.01789704,0.00002383976,0.00004694357,0.0001567728,0.00005225524,0.9789716,0.001194043,0.0002181858,0.0001651984,0.001019865],"study_design_scores_gemma":[0.00005551325,0.000102932,0.004724399,0.000006955664,0.00002144335,0.00001113408,0.0001103388,0.9940709,0.0005635571,0.0001007639,0.0002219808,0.000009974738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968644,0.00004258746,0.0008756044,0.00007088612,0.00001195005,0.00001866255,0.0004371032,0.00004857355,0.001630224],"genre_scores_gemma":[0.9970948,0.00005365549,0.00123269,0.00003355722,0.000003201746,0.00002065225,0.0007358704,0.00001433421,0.0008112106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1289541,"threshold_uncertainty_score":0.256407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006329870116635736,"score_gpt":0.2152371173965192,"score_spread":0.2089072472798835,"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."}}