{"id":"W4410864302","doi":"10.26434/chemrxiv-2024-1w0d2-v3","title":"Influence of temperature on selenium mobility under contrasting redox conditions: a sediment flow-through reactor experiment","year":2025,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Selenium in Biological Systems","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund; Université Laval","keywords":"Selenium; Redox; Sediment; Flow (mathematics); Environmental science; Environmental chemistry; Mechanics; Chemistry; Materials science; Geology; Geomorphology; Physics; Metallurgy; Inorganic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005092229,0.0006749454,0.001089776,0.00009560389,0.0001424667,0.00006895227,0.0006274928,0.001218869,0.00009953279],"category_scores_gemma":[0.0006202458,0.0005802241,0.0003369021,0.0002758265,0.0003057955,0.0000921032,0.0004192878,0.001382108,0.0000219728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009023953,"about_ca_system_score_gemma":0.0001547247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002170095,"about_ca_topic_score_gemma":0.000003064805,"domain_scores_codex":[0.9960454,0.000356735,0.001190142,0.001325545,0.0005314522,0.0005507407],"domain_scores_gemma":[0.9966611,0.000808275,0.0006652465,0.001303446,0.0004306233,0.000131302],"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":[0.0004529335,0.0008042223,0.001131484,0.00119856,0.0002502754,0.000002617709,0.001234711,0.01348171,0.9781796,0.0004473544,0.002782055,0.00003444669],"study_design_scores_gemma":[0.000857076,0.0002201918,0.008560103,0.002639267,0.0001018479,0.000004353427,0.000470488,0.0002501475,0.9833087,0.001928792,0.001024048,0.000634998],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921945,0.001026406,0.00002619444,0.0007000894,0.001990232,0.001916318,0.000159604,0.0003046603,0.001681979],"genre_scores_gemma":[0.9965736,0.00002684327,0.001029923,0.0008659598,0.0004161604,0.0006657282,0.0002711771,0.00003454615,0.0001160637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01323157,"threshold_uncertainty_score":0.9996649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02928303881212824,"score_gpt":0.3121305562206448,"score_spread":0.2828475174085166,"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."}}