{"id":"W2982125668","doi":"10.4095/287934","title":"Presentations and recommendations from the workshop on the role of geochemical data in environmental and human health risk assessment, Halifax, 2010","year":2011,"lang":"en","type":"report","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Human health; Environmental health; Data science; Environmental planning; Environmental science; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0130027,0.002788675,0.001216285,0.002200487,0.003772823,0.01081707,0.004952667,0.01193935,0.144859],"category_scores_gemma":[0.01514992,0.0009397523,0.002291578,0.002139928,0.001263203,0.00588682,0.007967541,0.009967281,0.08051018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01083656,"about_ca_system_score_gemma":0.01905099,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04677742,"about_ca_topic_score_gemma":0.06665783,"domain_scores_codex":[0.9937734,0.001598021,0.0003513072,0.0007442659,0.002156936,0.001376129],"domain_scores_gemma":[0.9822561,0.001654939,0.0005249152,0.0002958627,0.009743359,0.005524778],"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":[0.00003055298,0.00002841546,0.00005043208,0.0001532262,0.000002476147,0.0000560855,0.0001344735,0.0000549335,0.0001245449,0.0003160964,0.9869577,0.01209107],"study_design_scores_gemma":[0.00003306223,0.00002938524,0.0005116849,0.000965154,0.000008886647,0.00003780797,0.001353053,0.00005424824,0.0001198027,0.0006492715,0.9962056,0.0000320396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001696977,0.0316277,0.003815198,0.5109233,0.318774,0.002300106,0.008995075,0.0009208553,0.1209469],"genre_scores_gemma":[0.007094354,0.04330189,0.007918634,0.1515396,0.03078706,0.003494937,0.01450168,0.0009175935,0.7404444],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9532226,"threshold_uncertainty_score":0.4846017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0824708351178065,"score_gpt":0.3386236010590939,"score_spread":0.2561527659412874,"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."}}