{"id":"W2511440094","doi":"10.20381/ruor-5320","title":"Development of a Combined Reed Bed – Freezing Bed Technology to Treat Septage in Cold Climates","year":2016,"lang":"en","type":"dissertation","venue":"uO Research (University of Ottawa)","topic":"Agriculture, Soil, Plant Science","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Climatology; Hydrology (agriculture); Meteorology; Atmospheric sciences; Engineering; Geology; Geography; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008812983,0.0001960053,0.0004607052,0.0003861688,0.0004044875,0.00001853106,0.001303141,0.000423034,0.00008413057],"category_scores_gemma":[0.0001851137,0.00009524904,0.00008736646,0.002091931,0.0002155995,0.0001568598,0.0002825949,0.0003467985,0.0000624328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001892782,"about_ca_system_score_gemma":0.0000970391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004240685,"about_ca_topic_score_gemma":0.03651352,"domain_scores_codex":[0.9976525,0.0001268823,0.0002794969,0.0005405965,0.0008217412,0.0005787293],"domain_scores_gemma":[0.9987245,0.000322088,0.0002277512,0.0001257321,0.0004423885,0.0001575721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007454266,0.0001874378,0.0347522,0.0001065697,0.00002169518,0.00004145342,0.001384915,3.987071e-7,0.9478594,0.002214404,0.001109397,0.01224759],"study_design_scores_gemma":[0.001178261,0.001039671,0.5468961,0.001153486,0.00002524869,0.000002968001,0.04263018,0.00001267472,0.3871357,0.0004693726,0.01871633,0.0007399383],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911682,0.00002097028,9.775326e-7,0.0007443469,0.00004414802,0.000602997,0.0001186385,0.0000432894,0.007256432],"genre_scores_gemma":[0.9876934,0.00005937175,0.001342417,0.000006082596,0.00001817491,0.000005238093,0.0003801678,0.000002085314,0.01049311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5607237,"threshold_uncertainty_score":0.9810676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03293224834607788,"score_gpt":0.2785247352883043,"score_spread":0.2455924869422264,"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."}}