{"id":"W7110500739","doi":"","title":"Reallocating Sediment for Treatment","year":2024,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Urban Planning and Landscape Design","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Macrophyte; Practicum; Sediment; Eutrophication; Contamination; Natural (archaeology); Bioaccumulation; Hydrology (agriculture)","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":[0.0000876829,0.0001616769,0.000209069,0.00005958898,0.000140131,0.00001395585,0.0001697434,0.0001347999,0.00006533275],"category_scores_gemma":[0.000004710978,0.000176559,0.0001334815,0.00009516491,0.00002956425,0.00005100383,0.00002713174,0.00006001239,0.0002925369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003013904,"about_ca_system_score_gemma":0.00002431679,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003662424,"about_ca_topic_score_gemma":0.1681745,"domain_scores_codex":[0.9992583,0.00001773494,0.00006721303,0.0003087923,0.0001790402,0.0001689521],"domain_scores_gemma":[0.9996117,0.0000460692,0.0001097155,0.0001666058,0.000009887242,0.00005595725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004211502,0.0002290642,0.01581097,0.0004521903,0.0003509943,0.00008764142,0.007161196,0.0004185451,0.004489685,0.000149937,0.9566976,0.01373097],"study_design_scores_gemma":[0.001854227,0.001573954,0.1159502,0.0006570641,0.001460758,0.000007429379,0.08005539,0.007973529,0.002608761,0.0002319289,0.7865323,0.001094368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9059893,0.0004435682,0.0003576781,0.0005325035,0.0008364922,0.0009657986,0.0001180713,0.0001692962,0.0905873],"genre_scores_gemma":[0.7354437,0.0002340913,0.006090792,0.0000382192,0.000204635,0.000009385489,0.002486923,0.0001031939,0.2553891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1705456,"threshold_uncertainty_score":0.8470041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537502705141414,"score_gpt":0.2082217271119522,"score_spread":0.192846700060538,"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."}}