{"id":"W2963239051","doi":"","title":"Analysis of Microplastic Concentrations in Runoff","year":2019,"lang":"en","type":"article","venue":"MacEwan University Student Research Proceedings","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Surface runoff; Environmental science; Microplastics; Environmental chemistry; Chemistry; Biology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004944305,0.00007738095,0.0001708531,0.0004723138,0.0001024367,0.0000261842,0.0003324134,0.00005153585,0.002282388],"category_scores_gemma":[0.00005287422,0.00008240985,0.00005424541,0.00235086,0.000198537,0.0001407923,0.0003445719,0.0002060857,0.0002335997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003852893,"about_ca_system_score_gemma":0.00002918491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007525682,"about_ca_topic_score_gemma":0.0007462646,"domain_scores_codex":[0.9986579,0.00003062018,0.0001331184,0.000281784,0.0005630903,0.0003335307],"domain_scores_gemma":[0.9995939,0.0001206678,0.00005512606,0.00008600033,0.00005625488,0.00008804726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004215339,0.0001117482,0.9297141,0.00001063773,0.00006970372,0.000003461764,0.001233879,0.0008925466,0.06531919,0.001516467,0.001019312,0.0000667569],"study_design_scores_gemma":[0.0005135266,0.0001185225,0.9794641,0.00002052797,0.00008003671,5.5791e-7,0.003434386,0.005353631,0.001041136,0.00002210849,0.00983893,0.0001125497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733386,0.000004184677,0.00007573501,0.00006030838,0.00005696776,0.0002594828,0.00002138771,0.000008495947,0.02617484],"genre_scores_gemma":[0.9976326,0.00002392637,0.00009010727,0.000006320261,0.000008150419,5.212854e-7,0.000005631106,0.000003578035,0.002229158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06427805,"threshold_uncertainty_score":0.9986297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02672070795814485,"score_gpt":0.293529402818789,"score_spread":0.2668086948606442,"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."}}