{"id":"W1969920711","doi":"10.1080/02786820701564657","title":"Development of a Manganese Speciation Method for Atmospheric Aerosols in Biologically and Environmentally Relevant Fluids","year":2007,"lang":"en","type":"article","venue":"Aerosol Science and Technology","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Manganese; Aerosol; Chemistry; Environmental chemistry; Oxidation state; Metal","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":[0.001208794,0.0008036428,0.0003430126,0.0008452144,0.0003471601,0.0003393507,0.0009640487,0.0007600826,0.001312928],"category_scores_gemma":[0.001005951,0.000497598,0.0004488033,0.0002845453,0.0004070175,0.0003698584,0.0005719311,0.0008471456,0.0009524963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000414996,"about_ca_system_score_gemma":0.001041125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003457878,"about_ca_topic_score_gemma":0.01069335,"domain_scores_codex":[0.9990477,0.0001511369,0.00006740286,0.0003365023,0.0003252609,0.00007195787],"domain_scores_gemma":[0.9993529,0.0001696539,0.00009172255,0.0000729369,0.0002636645,0.00004919716],"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":[0.00001404191,0.00001574185,0.0004993761,0.00007071944,0.00000928424,0.00002521865,0.00002179319,0.00009897392,0.9925477,0.0001026148,0.0000472775,0.006547376],"study_design_scores_gemma":[0.00001470604,0.0002657731,0.003525428,0.00001893881,0.00002998677,0.0002566168,0.00003531641,0.004226882,0.9858952,0.0001102654,0.005595907,0.00002497759],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2063523,0.001889541,0.7848935,0.0004231928,0.0002180422,0.00132458,0.0007505339,0.001351565,0.002796816],"genre_scores_gemma":[0.2267646,0.00135906,0.7637184,0.0002366298,0.00004392688,0.0007262657,0.0006487938,0.0001284004,0.006374064],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003457878,"threshold_uncertainty_score":0.006875515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0106449094762397,"score_gpt":0.2653224758909092,"score_spread":0.2546775664146695,"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."}}