{"id":"W4404797891","doi":"10.1071/en24062","title":"Influence of initial speciation of platinum and palladium on their accumulation and toxicity towards phytoplankton","year":2024,"lang":"en","type":"article","venue":"Environmental Chemistry","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Université de Pau et des Pays de l'Adour; Mitacs","keywords":"Genetic algorithm; Palladium; Phytoplankton; Environmental chemistry; Toxicity; Platinum; Chemistry; Biology; Ecology; Biochemistry; Organic chemistry; Catalysis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.000234727,0.0001988059,0.000289151,0.0001996695,0.0002038075,0.00057569,0.0002413009,0.0002754532,0.0007290686],"category_scores_gemma":[0.0007328846,0.0002032891,0.0002079295,0.0001734197,0.0002415152,0.000231989,0.0003826914,0.0003796185,0.0002135758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004657304,"about_ca_system_score_gemma":0.000345204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005510988,"about_ca_topic_score_gemma":0.005825246,"domain_scores_codex":[0.9997517,0.00003907019,0.00002615076,0.00007315622,0.00007331644,0.00003664185],"domain_scores_gemma":[0.9996891,0.0001264042,0.00003901688,0.00002171575,0.00008798529,0.00003593403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000408919,0.00002385616,0.005490522,0.000212834,0.00003471915,0.0001447754,0.0001375254,0.001036137,0.9871807,0.0001025701,0.0001016999,0.005125707],"study_design_scores_gemma":[0.00001494505,0.0006429163,0.02876607,0.00002817615,0.00004855957,0.0001768364,0.0004183802,0.002945998,0.9635882,0.0001679126,0.003182359,0.00001959579],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959581,0.0007138501,0.0007924133,0.00005833015,0.00000986115,0.00002473199,0.0002950394,0.00002199507,0.00212571],"genre_scores_gemma":[0.9972868,0.0005154384,0.0008403203,0.00004839494,0.000002460549,0.00001869587,0.0001852019,0.000009060808,0.00109366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005510988,"threshold_uncertainty_score":0.01095784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02122908572324457,"score_gpt":0.2886655172115741,"score_spread":0.2674364314883296,"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."}}