{"id":"W2000679926","doi":"10.1016/j.watres.2011.04.011","title":"Modeling the elution of organic chemicals from a melting homogeneous snow pack","year":2011,"lang":"en","type":"article","venue":"Water Research","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; The Scarborough Hospital","funders":"","keywords":"Snowmelt; Snow; Elution; Chemistry; Environmental chemistry; Organic matter; Chromatography; Geology; Organic chemistry","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":["insufficient_payload"],"category_scores_codex":[0.001418199,0.00009946909,0.0001286308,0.00004487282,0.0002631217,0.00003183261,0.0007383121,0.00008066283,0.01114177],"category_scores_gemma":[0.00009633103,0.00005570171,0.00005335928,0.0002835794,0.0003893609,0.0001271694,0.0006376433,0.0004019941,0.001467561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259074,"about_ca_system_score_gemma":0.00001680653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006044091,"about_ca_topic_score_gemma":0.0006942659,"domain_scores_codex":[0.9975386,0.0002653597,0.0002245637,0.0003163815,0.0009534247,0.0007016514],"domain_scores_gemma":[0.9992807,0.00005526199,0.00001698727,0.0004823465,0.00004377519,0.0001209336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005896519,0.00005876418,0.007356111,0.000005569676,0.0000136415,0.000008513765,0.006439271,0.0001455831,0.9717106,0.000007479443,0.0002139767,0.01398149],"study_design_scores_gemma":[0.000164562,0.00005191023,0.001133889,0.0000188697,0.000004055457,0.000003510746,0.0004710125,0.01682691,0.9778605,0.002626859,0.0007324952,0.000105396],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910803,0.0006110389,0.0003119149,0.0001657887,0.00002664128,0.0002156132,0.000008349693,0.0000170513,0.00756325],"genre_scores_gemma":[0.9987698,0.0001432256,0.0002931439,0.00001775544,0.00005608692,0.00002656158,0.00001076342,0.00001776524,0.0006649415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01668133,"threshold_uncertainty_score":0.9993099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1132719910551359,"score_gpt":0.3200108825806984,"score_spread":0.2067388915255625,"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."}}