{"id":"W2990034737","doi":"10.2166/wst.2019.384","title":"Dominant decomposition pathways in pit latrines: a commentary","year":2019,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Latrine; Decomposition; Pit latrine; Interpretation (philosophy); Perspective (graphical); Environmental science; Waste management; Environmental engineering; Engineering; Computer science; Ecology; Artificial intelligence; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002539811,0.0001317921,0.0002076124,0.000897112,0.00007015285,0.00002187254,0.0007711046,0.0001804876,0.00007414249],"category_scores_gemma":[0.00004088459,0.00009081048,0.0000330179,0.0008892235,0.000278198,0.0002165293,0.0004477612,0.0002929226,0.0002155262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001450387,"about_ca_system_score_gemma":0.00001445964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003233219,"about_ca_topic_score_gemma":0.000005612933,"domain_scores_codex":[0.998682,0.000005054534,0.0002264163,0.000375387,0.0001647045,0.0005465043],"domain_scores_gemma":[0.9994307,0.00001812425,0.00002625205,0.0004535162,0.00003209585,0.00003937057],"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":[0.000009875323,0.00003115679,0.00621417,0.000008624339,0.00000140638,0.00001337211,0.00009388876,0.0001540772,0.9867766,0.001571409,0.00004261969,0.005082821],"study_design_scores_gemma":[0.0005943572,0.00007568242,0.0002195362,0.00003807741,0.000002465776,0.00002068217,0.0002833566,0.008764348,0.9825672,0.003967772,0.003303948,0.0001625945],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904185,0.00006093025,0.001070819,0.006843317,0.0002042044,0.0001758616,0.000001590027,0.0005351584,0.0006896097],"genre_scores_gemma":[0.998759,0.00001285379,0.0009143782,0.0001935102,0.00001202531,0.00002886615,0.000002579896,0.00000896315,0.0000677909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008610271,"threshold_uncertainty_score":0.3703144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007631305688518091,"score_gpt":0.2348712414138729,"score_spread":0.2272399357253549,"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."}}