{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00166795,0.000147974,0.0002306162,0.0001426156,0.0003777792,0.00005414728,0.0001405136,0.00004569054,0.0001900432],"category_scores_gemma":[0.0004111449,0.0001297728,0.00006558417,0.0003534048,0.0003617123,0.0004793193,0.0001737474,0.0001159163,0.000002388025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007703932,"about_ca_system_score_gemma":0.00009738618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003421515,"about_ca_topic_score_gemma":0.000003227461,"domain_scores_codex":[0.9976979,0.0008377895,0.0004900114,0.0003023906,0.0004764239,0.0001955237],"domain_scores_gemma":[0.9988608,0.0002811672,0.0004023285,0.0002011872,0.0002026181,0.00005194752],"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":[0.000449073,0.00009028441,0.00001856526,0.0001105163,0.000007984578,0.000001963897,0.003000518,0.00185077,0.9900329,0.003591838,0.0004937308,0.0003518374],"study_design_scores_gemma":[0.001689834,0.0002817951,0.0001856032,0.00009276796,0.0000624131,0.00004180911,0.001352304,0.1635666,0.8305501,0.00193293,0.00006070385,0.0001831159],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9141883,0.0001421901,0.08398911,0.0002048115,0.000069457,0.0007841219,0.0003661855,0.00005666292,0.0001991053],"genre_scores_gemma":[0.9986364,0.00003637992,0.0007686059,0.00007839793,0.00004252463,0.0001097985,0.0002961645,0.00002156685,0.00001011001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1617158,"threshold_uncertainty_score":0.5291981,"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."}}