{"id":"W1507335733","doi":"","title":"Geophysical and Sedimentological Assessment of Urban Impacts in a Lake Ontario Watershed and Lagoon: Frenchman's Bay, Pickering, Ontario","year":2003,"lang":"en","type":"article","venue":"Geoscience Canada","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; The Scarborough Hospital","funders":"","keywords":"Watershed; Bay; Surface runoff; Hydrology (agriculture); Stormwater; Sediment; Urbanization; Environmental science; Geology; Oceanography; Geomorphology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002093566,0.0003524171,0.0002455485,0.001488426,0.003200087,0.001413997,0.0007084186,0.0003885079,0.001725705],"category_scores_gemma":[0.0006381508,0.0003219156,0.0003612584,0.003627925,0.0009222096,0.0003363594,0.0008219852,0.0002782633,0.0001681083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02659549,"about_ca_system_score_gemma":0.01893794,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9927223,"about_ca_topic_score_gemma":0.9983198,"domain_scores_codex":[0.9996181,0.00001776232,0.00001603006,0.00004338291,0.000184631,0.0001201375],"domain_scores_gemma":[0.9995781,0.00002643011,0.00006031167,0.00001374882,0.0002284067,0.0000930244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002580643,0.0001054723,0.9428279,0.0001682466,0.0001266149,0.001984479,0.009398523,0.004036599,0.006031284,0.0005449401,0.004549564,0.02996822],"study_design_scores_gemma":[0.000009450888,0.00002499032,0.9897937,0.0000131635,0.00002051159,0.00005510055,0.005040834,0.00107462,0.0002147437,0.0000377417,0.003702885,0.0000122581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928833,0.00027321,0.000178258,0.0002914313,0.000005766538,0.00008253654,0.001535492,0.00002327808,0.004726578],"genre_scores_gemma":[0.9914457,0.0004159518,0.0009779235,0.00008779608,0.000004872513,0.00004455339,0.001286849,0.00001043245,0.005726086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02659549,"threshold_uncertainty_score":0.1929647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01101342271201091,"score_gpt":0.1933184567389189,"score_spread":0.182305034026908,"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."}}