{"id":"W4220820828","doi":"10.2139/ssrn.4064554","title":"Characterizing the Crosslinking Process of Borate and Hydroxypropyl Guar Gum by Diffusing Wave Spectroscopy","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Polysaccharides Composition and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Boron; Guar gum; Materials science; Chemical engineering; Process (computing); Spectroscopy; Polymer chemistry; Polymer science; Chemistry; Organic chemistry; Computer science; Engineering; Biochemistry; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005719999,0.00008913245,0.0001068185,0.00001394642,0.001256284,0.00009151758,0.0002247614,0.00001919781,0.00006591754],"category_scores_gemma":[0.000006273773,0.00003557621,0.00004569769,0.0003304405,0.00005929173,0.00009778923,0.00007356648,0.0007481778,8.969828e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001149825,"about_ca_system_score_gemma":0.00008678647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002542903,"about_ca_topic_score_gemma":0.00002747386,"domain_scores_codex":[0.9987102,0.00005945748,0.0001972243,0.000144833,0.0001967092,0.0006915547],"domain_scores_gemma":[0.9996377,0.00003385201,0.000214172,0.00003801031,0.00003580304,0.00004042069],"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":[0.00001615523,0.00004434512,0.0005966297,0.000001336589,0.00001508618,3.846302e-7,0.0001443813,0.000002444986,0.9885572,0.003642329,0.00001467125,0.006964989],"study_design_scores_gemma":[0.001427551,0.002583395,0.01753902,0.00009642672,0.0001665478,0.002560641,0.03184793,0.003669221,0.4881229,0.4308176,0.01992747,0.001241287],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931037,0.001007708,0.00008448924,0.005528603,0.00003583214,0.0001089669,0.00002053362,0.00001683685,0.00009335532],"genre_scores_gemma":[0.999082,0.0004052818,0.000012793,0.0002518886,0.0001130692,0.00001618422,0.00001300671,0.000001453923,0.0001043668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5004343,"threshold_uncertainty_score":0.9662451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008529343733600005,"score_gpt":0.2214702999871033,"score_spread":0.2129409562535033,"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."}}