{"id":"W4411017399","doi":"10.62592/yaoo2696","title":"The Oak Ridges Moraine Aquifer System, Canada: Data-driven Collaborative Science for Public Purpose","year":2025,"lang":"en","type":"book","venue":"The Groundwater Project eBooks","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Moraine; Hydrogeology; Aquifer; Geology; Geomorphology; Terminal moraine; Hydrology (agriculture); Archaeology; Groundwater; Geography; Glacial period; 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001942631,0.0006016591,0.0005089406,0.0001238255,0.002602849,0.0009259503,0.005269217,0.0001807878,0.000005317648],"category_scores_gemma":[0.00009491247,0.0003126668,0.00009632778,0.0003382506,0.002421159,0.0003373451,0.00325697,0.0004578619,0.00003283599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003146525,"about_ca_system_score_gemma":0.005290126,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08039214,"about_ca_topic_score_gemma":0.1818994,"domain_scores_codex":[0.9956891,0.0001984705,0.0006045832,0.001176197,0.001241862,0.001089816],"domain_scores_gemma":[0.9964799,0.000412877,0.0003668186,0.002429964,0.000173929,0.0001365375],"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":[0.0004234972,0.0001015603,0.0009666256,0.0006365339,0.0006337502,0.00006861284,0.003440306,0.0001324757,0.00006965234,0.05336375,0.914473,0.02569023],"study_design_scores_gemma":[0.0004592263,0.0001113787,0.0000573823,0.0001270628,0.000160239,0.0000224824,0.0005889389,0.004557623,0.00006916301,0.00383438,0.9894795,0.0005326154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004318476,0.0004180477,0.001043339,0.005290308,0.004929014,0.01529997,0.004813237,0.0004279872,0.9634596],"genre_scores_gemma":[0.02262441,0.00003572364,0.0002960821,0.0007953931,0.0004703355,0.001246352,0.0009097077,0.00009906438,0.9735229],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1015072,"threshold_uncertainty_score":0.9999325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02786217922808444,"score_gpt":0.2455235110808346,"score_spread":0.2176613318527501,"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."}}