{"id":"W4239713528","doi":"10.1515/iupac.81.0399","title":"Free Ion Activity Model (FIAM)","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Glossary; Ecotoxicology; Relation (database); Environmental risk assessment; Ecology; Computer science; Risk assessment; Biology; Data mining; Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001820999,0.003074218,0.001914885,0.003438347,0.0008902149,0.003140369,0.007355054,0.003747553,0.07455327],"category_scores_gemma":[0.009254721,0.0009545148,0.004647277,0.004650475,0.0004374403,0.002628837,0.002286028,0.003073134,0.1244991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001896507,"about_ca_system_score_gemma":0.002670335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01879478,"about_ca_topic_score_gemma":0.03272495,"domain_scores_codex":[0.9985688,0.0002994493,0.0001849388,0.0005427785,0.0002611761,0.0001427598],"domain_scores_gemma":[0.9978039,0.0009056006,0.0002118073,0.0005605668,0.0003964693,0.0001216923],"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":[0.0002739998,0.00009442737,0.002629684,0.002411672,0.0002468936,0.00008890092,0.00003177372,0.004909459,0.0002414104,0.002118571,0.9755203,0.01143301],"study_design_scores_gemma":[0.0006121192,0.00008467994,0.00320473,0.0006488495,0.0002000789,0.000197088,0.00005223103,0.009036745,0.0007547459,0.009267824,0.9758648,0.00007604941],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000306401,0.0003834112,0.0006491799,0.0001704672,0.00005348068,0.00003923301,0.9951901,0.002047481,0.001160228],"genre_scores_gemma":[0.001353935,0.0003006129,0.001982382,0.000149867,0.00001673266,0.000204471,0.9945027,0.000221979,0.001267415],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.07455327,"threshold_uncertainty_score":0.2494056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0142163686510405,"score_gpt":0.3509110007479979,"score_spread":0.3366946320969574,"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."}}