{"id":"W4226411523","doi":"10.1021/acs.cgd.1c01525","title":"A Database of Solution Additives Promoting Mg <sup>2+</sup> Dehydration and the Onset of MgCO <sub>3</sub> Nucleation","year":2022,"lang":"en","type":"article","venue":"Crystal Growth & Design","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of British Columbia","funders":"Natural Environment Research Council; Engineering and Physical Sciences Research Council; University of British Columbia; McMaster University; European Commission; Ministerio de Economía y Competitividad; Agence de l'Environnement et de la Maîtrise de l'Energie; Department for Business, Energy and Industrial Strategy, UK Government","keywords":"Chemistry; Aqueous solution; Nucleation; Crystallization; Coordination number; Crystallography; Magnesite; Inorganic chemistry; Dehydration; Electrolyte; Magnesium; Precipitation; Molecule; Counterion; Ion; Physical chemistry; Organic chemistry","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":[0.0005466236,0.0008174774,0.0009550707,0.002012414,0.0005340974,0.0008364724,0.0006675752,0.0006130373,0.005683428],"category_scores_gemma":[0.001041308,0.0002899037,0.0004901616,0.001921445,0.0001979553,0.0005870854,0.0004354487,0.0004517557,0.002041433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005123959,"about_ca_system_score_gemma":0.0008624907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001059499,"about_ca_topic_score_gemma":0.003383677,"domain_scores_codex":[0.9996326,0.00003899318,0.00006117417,0.00008171095,0.0001537476,0.00003182961],"domain_scores_gemma":[0.9995241,0.0001110654,0.0001282446,0.00005057714,0.0001299063,0.00005620842],"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":[0.002152417,0.0007471169,0.003880742,0.01259987,0.0002334918,0.0004731018,0.0000886131,0.002239483,0.69605,0.001272504,0.01314642,0.2671162],"study_design_scores_gemma":[0.0001532367,0.003594595,0.01030691,0.000767871,0.0006995552,0.0009347228,0.0001160718,0.001213259,0.7125232,0.0005482574,0.2690695,0.00007280996],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5588176,0.2346872,0.01671228,0.001216167,0.0003180693,0.002049344,0.0907587,0.006212866,0.08922772],"genre_scores_gemma":[0.6829106,0.1486749,0.05934244,0.001328097,0.0001030767,0.00110466,0.08560709,0.0004508015,0.02047825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005683428,"threshold_uncertainty_score":0.01901293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01681519325819282,"score_gpt":0.2154523878597158,"score_spread":0.198637194601523,"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."}}