{"id":"W6907742358","doi":"10.25316/ir-20327","title":"Assessing the Risks Posed by Metal Contamination to Environmental and Human Health in Millstream Creek, Canada","year":2025,"lang":"en","type":"dissertation","venue":"VIUSpace (Vancouver Island University Library)","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human health; Sediment; Contamination; Hazard quotient; Heavy metals; Human use","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":[0.0003579638,0.0001960822,0.0001805265,0.001000338,0.003243544,0.001299557,0.0006452682,0.000320591,0.001931209],"category_scores_gemma":[0.0007448476,0.0001520196,0.0001377145,0.001651084,0.0003805016,0.0001659104,0.0004257967,0.0003336281,0.0001949229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01778619,"about_ca_system_score_gemma":0.02695523,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9833438,"about_ca_topic_score_gemma":0.9969075,"domain_scores_codex":[0.9994831,0.00003038475,0.00001231345,0.00006146793,0.0003086494,0.0001041693],"domain_scores_gemma":[0.9993781,0.00004021531,0.00004100641,0.000007116324,0.0004561546,0.00007741102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002798802,0.0001810596,0.8729292,0.0002523951,0.00007264979,0.001176986,0.009779712,0.001261237,0.01277315,0.0008274761,0.008358003,0.09210837],"study_design_scores_gemma":[0.000007709945,0.0001463897,0.9596306,0.00008851058,0.00003390736,0.0001595819,0.02365232,0.0007084186,0.003535401,0.0001404712,0.01187954,0.00001714211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832414,0.0005089081,0.0003712497,0.000584701,0.000008523632,0.0001036613,0.000895563,0.00001902085,0.01426682],"genre_scores_gemma":[0.9815181,0.001003626,0.001557546,0.0001750182,0.000002903834,0.00002556336,0.0005474467,0.000007504119,0.0151623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01778619,"threshold_uncertainty_score":0.1290485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007782529193038388,"score_gpt":0.2263854738173746,"score_spread":0.2186029446243362,"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."}}