{"id":"W4220770606","doi":"10.1002/ecs2.4003","title":"An evaluation of the efficacy of shell hash for the mitigation of intertidal sediment acidification","year":2022,"lang":"en","type":"article","venue":"Ecosphere","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Intertidal zone; Sediment; Environmental science; Silt; Oceanography; Hydrology (agriculture); Organic matter; Geology; Ecology; Biology; Geomorphology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001280594,0.0000491621,0.00007860927,0.0000142033,0.0001532141,0.00000676601,0.0002562545,0.00001749024,0.002272707],"category_scores_gemma":[0.0001159232,0.00002814498,0.00006805625,0.0001538434,0.00006944335,0.00005811261,0.000009238278,0.00004668067,0.0000033543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007623352,"about_ca_system_score_gemma":0.00008670705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001020421,"about_ca_topic_score_gemma":0.0001060823,"domain_scores_codex":[0.9988994,0.000326931,0.0002325383,0.0001027612,0.0003744227,0.00006395245],"domain_scores_gemma":[0.9989387,0.0003857228,0.0002764122,0.0002615745,0.0001218183,0.00001581888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0008549782,0.0004332873,0.04705323,0.0001415644,0.0001221238,5.77629e-8,0.004054454,0.5490882,0.05063665,0.0005847387,0.006539555,0.3404911],"study_design_scores_gemma":[0.0005134246,0.0002842819,0.7544255,0.00001117973,0.00007313194,6.890623e-7,0.001052656,0.1891375,0.05312935,0.0002567322,0.001069515,0.00004611965],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973336,0.0004326452,0.0002072407,0.0003703754,0.0002687355,0.0007031249,0.0001159409,0.000004800937,0.0005634996],"genre_scores_gemma":[0.9996499,0.000006119505,0.000131655,0.00002655533,0.00002670636,0.000009581374,0.00006498584,0.000002188159,0.00008235551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7073722,"threshold_uncertainty_score":0.9986393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316961482119477,"score_gpt":0.2629136977248865,"score_spread":0.2397440829036918,"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."}}