{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002716333,0.0002070748,0.000699307,0.0000752159,0.0004384839,0.00002249515,0.0001546164,0.0001541581,0.00001820538],"category_scores_gemma":[0.002357288,0.0001564643,0.0001172187,0.0001163075,0.0003843859,0.00006868988,0.0002698762,0.0001666585,0.000003899369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002789094,"about_ca_system_score_gemma":0.00004078123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004107488,"about_ca_topic_score_gemma":0.0001959296,"domain_scores_codex":[0.9976575,0.0004459516,0.001224809,0.0003513038,0.0001190163,0.0002013579],"domain_scores_gemma":[0.9934745,0.004055142,0.00209606,0.0003252315,0.000005339881,0.00004371997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001886479,0.00003779853,0.00009765422,0.001732622,0.0001167615,4.111045e-7,0.000903841,0.000006926475,0.0003978897,0.00005997545,0.0004743214,0.9961529],"study_design_scores_gemma":[0.002573943,0.003276669,0.003332944,0.006337512,0.00420729,0.0001816199,0.01421819,0.0188872,0.0004586708,0.007807673,0.9371625,0.001555847],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05106528,0.9381083,0.002657882,0.002626159,0.0005744116,0.00452611,0.0001844558,0.0001025837,0.0001547696],"genre_scores_gemma":[0.01367065,0.9724759,0.009923929,0.0001795961,0.00003965009,0.002281104,0.0001691915,0.00005777592,0.001202128],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9945971,"threshold_uncertainty_score":0.6380429,"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."}}