{"id":"W2010077199","doi":"10.1080/09593330.2014.984773","title":"Development of poly(aspartic acid-<i>co</i>-malic acid) composites for calcium carbonate and sulphate scale inhibition","year":2014,"lang":"en","type":"article","venue":"Environmental Technology","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Dalhousie University","keywords":"Malic acid; Aspartic acid; Calcium carbonate; Calcium; Chemistry; Carbonate; Nuclear chemistry; Materials science; Chemical engineering; Citric acid; Organic chemistry; Biochemistry; Amino acid","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000212085,0.0001663151,0.0002339704,0.0001659803,0.0001433551,0.00001909291,0.00009137472,0.0001648726,0.000103702],"category_scores_gemma":[0.00001424151,0.0001685965,0.0000369347,0.0000956644,0.0004192216,0.0001164196,0.0001153431,0.00006643243,0.00002698811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008833025,"about_ca_system_score_gemma":0.00001161444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000295661,"about_ca_topic_score_gemma":0.000008885864,"domain_scores_codex":[0.9988227,0.00003219947,0.0003707679,0.0003401485,0.0001628108,0.0002713206],"domain_scores_gemma":[0.9995691,0.00001965003,0.0001524687,0.0001849138,0.000009860894,0.00006398264],"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":[0.0000308388,0.00007463931,0.0005728873,0.0000321245,0.00000445577,4.881487e-7,0.0001822375,0.000004790135,0.9953269,0.0009867493,0.00001636445,0.002767471],"study_design_scores_gemma":[0.0007692552,0.000131094,0.000924062,0.00002653201,0.00001508829,0.00001561075,0.0001849558,0.0004892923,0.9931691,0.0007378807,0.003353043,0.0001841409],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839082,0.0003391572,0.01476801,0.0002430589,0.00007813664,0.0002954762,0.00005098412,0.0001188645,0.0001981319],"genre_scores_gemma":[0.9903701,0.00001556884,0.009223617,0.0001134017,0.00002165103,0.00008425087,0.0001077116,0.00002221096,0.00004148671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006461919,"threshold_uncertainty_score":0.6875167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01067564560643007,"score_gpt":0.228242508019506,"score_spread":0.217566862413076,"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."}}