{"id":"W7054809067","doi":"","title":"Assessing the Effects of Road Salt Application (NaCl) on Cladocera and Diatoms Across a Gradient of Chloride Concentrations","year":2021,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microfauna; Hypolimnion; Benthic zone; Biota; Aquatic ecosystem; Temperate climate","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000248727,0.0001868897,0.0002686467,0.00007024472,0.0001286343,0.00007167677,0.0001730761,0.0001585273,0.000004694324],"category_scores_gemma":[0.00001612688,0.0001823431,0.00008384498,0.0003575135,0.00005636246,0.0005394393,0.00003726246,0.0002347758,9.072652e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000574134,"about_ca_system_score_gemma":0.00007306938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000719342,"about_ca_topic_score_gemma":0.0001040977,"domain_scores_codex":[0.9992471,0.00004377432,0.0001580083,0.0002091907,0.0001541385,0.0001878092],"domain_scores_gemma":[0.9993298,0.0001434493,0.0001492139,0.0002630721,0.00004448957,0.0000699702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001844455,0.003871933,0.3971084,0.03536465,0.006302025,0.0007557636,0.09245794,0.06442248,0.1079605,0.1393081,0.03246505,0.1181387],"study_design_scores_gemma":[0.001489086,0.0002293878,0.4768475,0.001357593,0.0004262156,6.761022e-7,0.01195419,0.008562599,0.4942039,0.0001882909,0.00380408,0.0009364292],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979526,0.0001095701,0.0003263691,0.0003312304,0.0002055981,0.0003035214,0.00003634958,0.00008581499,0.0006489008],"genre_scores_gemma":[0.9979599,0.0006145471,0.00008940315,0.0000137204,0.00003056843,0.000003114173,0.0002908068,0.00003002846,0.0009679169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3862434,"threshold_uncertainty_score":0.7435735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004016115934619426,"score_gpt":0.2106582133742445,"score_spread":0.2066420974396251,"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."}}