{"id":"W4390519956","doi":"10.21203/rs.3.rs-3783461/v1","title":"Semi-passive pilot scale bioreactors metal(loid) removal performance response to seasonal freeze-thaw cycle","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Yukon University; University of British Columbia","funders":"","keywords":"Bioreactor; Environmental science; Scale (ratio); Metal; Environmental chemistry; Chemistry; Metallurgy; Materials science; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000225461,0.0003187183,0.0002945901,0.00008079187,0.0001860359,0.0002637666,0.0003952382,0.0003138943,0.002216155],"category_scores_gemma":[0.0002750792,0.000120577,0.0002334985,0.0001001347,0.0001714572,0.0002326722,0.0002738603,0.0003562717,0.0004667588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001694791,"about_ca_system_score_gemma":0.0002055026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002231339,"about_ca_topic_score_gemma":0.001782357,"domain_scores_codex":[0.9998548,0.00001553757,0.0000116205,0.00004860733,0.00003999249,0.00002944165],"domain_scores_gemma":[0.9997804,0.00007491357,0.00003141999,0.00003110756,0.00005102454,0.00003119043],"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":[0.0008101163,0.0001419136,0.0005106567,0.00003609113,0.000004649649,0.00001599757,0.00003544785,0.0002556743,0.9959419,0.00000840505,0.00007891888,0.002160238],"study_design_scores_gemma":[0.00003906701,0.002054255,0.007580433,0.00000336869,0.00002314855,0.00003755687,0.00004890613,0.002788619,0.9869519,0.00001981686,0.0004431875,0.000009615937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976766,0.00003758789,0.001627875,0.00001930571,0.00001499773,0.00002397371,0.0002394219,0.00006989596,0.0002904552],"genre_scores_gemma":[0.9959577,0.00006373325,0.001613076,0.00003730323,0.000009860787,0.00004269717,0.0003394609,0.00001526427,0.001920888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002231339,"threshold_uncertainty_score":0.007413805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0288511371234297,"score_gpt":0.3255271849433664,"score_spread":0.2966760478199367,"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."}}