{"id":"W7056671536","doi":"","title":"Geospatial tool to identify locations of septic systems within the Canadian Lake Erie and Lake Simcoe Basin","year":2024,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tributary; Septic tank; Hydrology (agriculture); Geospatial analysis; Geographic information system; Structural basin","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004499159,0.0006618475,0.0002677824,0.006753445,0.0009434071,0.0009592272,0.0006115332,0.0002686188,0.003417815],"category_scores_gemma":[0.003201692,0.0002725963,0.0004188925,0.005280558,0.0003524749,0.0005148857,0.001250428,0.000190706,0.000502746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00410832,"about_ca_system_score_gemma":0.008805972,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8444533,"about_ca_topic_score_gemma":0.9248621,"domain_scores_codex":[0.999525,0.00003283639,0.00002948279,0.00009757043,0.0002476933,0.00006755464],"domain_scores_gemma":[0.9987123,0.0002339825,0.0002021086,0.00009118387,0.0006545715,0.0001057616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004045837,0.0002077142,0.5530171,0.0004788737,0.0002133574,0.0007229315,0.002940052,0.06820312,0.01535343,0.005965994,0.04071387,0.311779],"study_design_scores_gemma":[0.00009233965,0.00005467204,0.5203795,0.0001285294,0.0001291766,0.0002153807,0.002573719,0.4061562,0.009581462,0.001573607,0.05899952,0.0001158316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8100538,0.0003377304,0.0771298,0.0005742626,0.00003131003,0.0007768824,0.07166889,0.01215752,0.02726987],"genre_scores_gemma":[0.8296684,0.0002037233,0.1388795,0.00005146347,0.000009535795,0.0003251422,0.0261352,0.0002488004,0.004478257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1555467,"threshold_uncertainty_score":0.3129254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04510501382107177,"score_gpt":0.2785444297166017,"score_spread":0.2334394158955299,"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."}}