{"id":"W7055941811","doi":"","title":"DEVELOPMENT OF A PASSIVE SAMPLING STRATEGY FOR MONITORING OF ORGANIC POLLUTANTS AND THEIR IMPACTS IN AQUATIC SYSTEMS","year":2023,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aquatic ecosystem; Passive sampling; Water quality; Contamination; Sampling (signal processing); Pollutant; Surface water; Desorption; Water pollution","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008534313,0.0001846227,0.0004761817,0.0005331152,0.0001053819,0.00001200397,0.0003315051,0.0001172904,0.001099882],"category_scores_gemma":[0.000003731933,0.0002302027,0.00009361438,0.0004631456,0.00005662087,0.0001477087,0.0001526973,0.0001530818,0.000001400422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002375862,"about_ca_system_score_gemma":0.001043167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002761628,"about_ca_topic_score_gemma":0.002294686,"domain_scores_codex":[0.9990762,0.00004261908,0.0002310874,0.0002531677,0.0001816343,0.0002153224],"domain_scores_gemma":[0.9990876,0.0001784217,0.0004116322,0.0001596816,0.00007162136,0.0000910706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002353523,0.0007602473,0.1295855,0.008729837,0.001901324,0.0000400414,0.4367188,0.0001530906,0.08751711,0.0005377673,0.0002556481,0.3314472],"study_design_scores_gemma":[0.001109878,0.00008620045,0.03855855,0.0008802164,0.00005342029,7.58636e-8,0.9533566,0.0002153063,0.005233221,0.00007004277,0.0002343123,0.0002022408],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976401,0.00004929907,0.0003027023,0.00002577263,0.00007654791,0.0005560928,0.0002952202,0.00001602944,0.001038236],"genre_scores_gemma":[0.9866113,0.00003030399,0.00167106,2.156048e-7,0.00001664358,2.109353e-7,0.0002406999,0.00001741058,0.01141214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5166377,"threshold_uncertainty_score":0.9998133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02028601447166481,"score_gpt":0.2249117156201822,"score_spread":0.2046257011485174,"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."}}