{"id":"W350575431","doi":"","title":"Microbial nitrification in urban streams: from single cell activity to ecosystem","year":2015,"lang":"en","type":"dissertation","venue":"Tesis Doctorals en Xarxa (Consorci de Serveis Universitaris de Catalunya)","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Social Fund; Natural Environment Research Council; European Science Foundation; National Science Foundation; Consejo Superior de Investigaciones Científicas; Canadian Institute for Advanced Research","keywords":"Humanities; Physics; Art","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003738683,0.0005729929,0.0005678822,0.0003785367,0.0001697229,0.0001468505,0.000582978,0.0006751884,0.00106944],"category_scores_gemma":[0.0000578348,0.0006685408,0.0002021289,0.0006626144,0.00003758571,0.0007382203,0.0001345469,0.0003674699,0.0009649756],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006193656,"about_ca_system_score_gemma":0.0001887598,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04924247,"about_ca_topic_score_gemma":0.0554262,"domain_scores_codex":[0.99722,0.0003935226,0.0003803162,0.0009620285,0.0003918015,0.000652284],"domain_scores_gemma":[0.9984096,0.0001450824,0.0003336877,0.0006362309,0.00005664555,0.000418803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00112374,0.001981016,0.4797865,0.0001817393,0.0001900701,0.0001846138,0.0138617,0.001592812,0.4575234,0.000009660223,0.03760615,0.005958563],"study_design_scores_gemma":[0.003409049,0.0005227175,0.571122,0.0003573693,0.0008156275,0.000009145563,0.005663388,0.0004153328,0.4018838,0.0003749566,0.01328753,0.002139093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989172,0.0001097271,0.00002993214,0.0001135749,0.0002844721,0.0007776339,0.0005881184,0.0001585388,0.008765971],"genre_scores_gemma":[0.9904374,0.00002114822,0.0005653242,0.00003625239,0.0001089656,0.00002822484,0.003332461,0.00007133053,0.005398875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09133544,"threshold_uncertainty_score":0.9998437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455637621347244,"score_gpt":0.23029123040963,"score_spread":0.2157348541961575,"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."}}