{"id":"W2170912331","doi":"10.1002/aoc.191","title":"Arsenic speciation in sea scallop gonads","year":2001,"lang":"en","type":"article","venue":"Applied Organometallic Chemistry","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of British Columbia","funders":"","keywords":"Scallop; Arsenic; Chemistry; Genetic algorithm; Fishery; Environmental chemistry; Biology; Zoology; Ecology","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":[0.00005412576,0.0002071336,0.0001008333,0.0003951858,0.0002851648,0.0002455064,0.00007325735,0.00009345172,0.0007459639],"category_scores_gemma":[0.00008205325,0.0001274002,0.00008984547,0.0002293155,0.0002250403,0.00008813072,0.0001434252,0.0001300869,0.0001636637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000566459,"about_ca_system_score_gemma":0.0003520939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03147484,"about_ca_topic_score_gemma":0.06746584,"domain_scores_codex":[0.9999648,0.000001950558,0.000001382396,0.00001020886,0.00001314304,0.00000844884],"domain_scores_gemma":[0.9999394,0.000003946107,0.00001562956,0.000002748775,0.00002281133,0.00001551423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002585788,0.00001270783,0.1018306,0.00003730311,0.00003717509,0.0001745109,0.0002602706,0.0001208187,0.8929049,0.00005669984,0.0001270638,0.004179406],"study_design_scores_gemma":[0.000008866586,0.0001408065,0.9502799,0.000002946038,0.00002670704,0.0001841953,0.0002047074,0.0001270049,0.04776866,0.00003241642,0.001217489,0.000006421711],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987268,0.00008839827,0.0001713335,0.000009388849,0.00000175353,0.000002324211,0.0002948343,0.00001179562,0.0006933763],"genre_scores_gemma":[0.9954288,0.0001583333,0.0003552178,0.00003265228,0.00000399021,0.000005181014,0.0007051766,0.00001130275,0.003299313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03147484,"threshold_uncertainty_score":0.06258327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004593587850525506,"score_gpt":0.1849223206029402,"score_spread":0.1803287327524147,"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."}}