{"id":"W4313640207","doi":"10.1016/j.aquatox.2022.106391","title":"Recommendations for improving the reporting and communication of aquatic toxicity studies for oil spill planning, response, and environmental assessment","year":2023,"lang":"en","type":"review","venue":"Aquatic Toxicology","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Queen's University","funders":"","keywords":"Documentation; Checklist; Computer science; Standardization; Transparency (behavior); Comparability; Best practice; Test (biology); Risk analysis (engineering); Business; Psychology; Computer security; Ecology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0278946,0.002124079,0.003098333,0.00843529,0.0009212089,0.003584495,0.005180649,0.006734724,0.01384205],"category_scores_gemma":[0.03666987,0.001266982,0.004115583,0.007810839,0.001524079,0.005031695,0.002366652,0.006383461,0.006636318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004755428,"about_ca_system_score_gemma":0.03998253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0272637,"about_ca_topic_score_gemma":0.0425879,"domain_scores_codex":[0.9896969,0.003975576,0.002194682,0.0005239811,0.003103667,0.0005052657],"domain_scores_gemma":[0.959551,0.01083504,0.005994051,0.001085463,0.02099101,0.001543488],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001334148,0.0002631365,0.0004616322,0.05476689,0.000348144,0.0002619582,0.0002602765,0.0006907427,0.002007075,0.008011071,0.3366327,0.596163],"study_design_scores_gemma":[0.00007533843,0.00006214184,0.00105414,0.04876766,0.0006334794,0.0001862467,0.0001952472,0.0001271725,0.0004555433,0.003790288,0.9446062,0.00004651374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003805456,0.888401,0.008086186,0.07396664,0.007905125,0.001925515,0.003748393,0.0005204975,0.01506617],"genre_scores_gemma":[0.001568267,0.9327324,0.03202464,0.02053752,0.0007978473,0.001407472,0.002807886,0.00004817218,0.008075805],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9721054,"threshold_uncertainty_score":0.1475225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1538968186851166,"score_gpt":0.4161185944073575,"score_spread":0.2622217757222409,"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."}}