{"id":"W1595183811","doi":"10.1002/9780470872864.ch22","title":"A Procedure to Compute Equilibrium Gas‐Phase Speciation for Use with Predominance Diagrams","year":2011,"lang":"en","type":"other","venue":"","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"Oak Ridge National Laboratory; Natural Sciences and Engineering Research Council of Canada; University Network of Excellence in Nuclear Engineering; CANDU Owners Group","keywords":"Genetic algorithm; Statistical physics; Gas phase; Phase equilibrium; Phase diagram; Computer science; Phase (matter); Mathematics; Mathematical economics; Thermodynamics; Physics; Biology; Evolutionary biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005975956,0.0001922708,0.0002051944,0.0001267801,0.00003889449,0.0001100662,0.0001506767,0.00009140679,0.01123635],"category_scores_gemma":[0.0000410264,0.0001459677,0.00004372095,0.0001947116,0.0000356989,0.0002435074,0.000007383897,0.00006956365,0.001449619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000689034,"about_ca_system_score_gemma":0.00005104259,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001052723,"about_ca_topic_score_gemma":0.02200977,"domain_scores_codex":[0.9990305,0.00002102315,0.0001775905,0.0003587787,0.0001605144,0.0002515629],"domain_scores_gemma":[0.9992931,0.0001054038,0.0001583376,0.0002367087,0.00006344831,0.0001429481],"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":[0.0004155122,0.0001136172,0.01125892,0.00005243097,0.00005013809,0.000005338396,0.0002359043,0.0005435891,0.00007011259,0.00006738974,0.9717939,0.01539316],"study_design_scores_gemma":[0.001107107,0.0009276206,0.007403378,0.0001779456,0.00005411564,0.00001509583,0.00004510442,0.00985936,0.0005329555,0.00004938971,0.9793864,0.0004415588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2084886,0.0002948271,0.08849129,0.001473596,0.002721288,0.0118736,0.003679008,0.001770139,0.6812077],"genre_scores_gemma":[0.05740833,0.00001511622,0.09692663,0.0005506714,0.0004911002,0.00003961265,0.0004769982,0.0001475259,0.843944],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1627363,"threshold_uncertainty_score":0.9993278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03007867448282514,"score_gpt":0.2505109747997225,"score_spread":0.2204323003168973,"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."}}