{"id":"W2290516521","doi":"10.1002/btpr.2251","title":"<scp>PDADMAC</scp> as a flocculant for lignosulfonate of <scp>NSSC</scp> pulping process","year":2016,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Chemistry; Flocculation; Process (computing); Pulp and paper industry; Computer science; Engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001601345,0.0003800954,0.0004743983,0.0002156956,0.00008160827,0.00002716056,0.0007298022,0.001008094,0.000002365568],"category_scores_gemma":[0.0004297727,0.0003008261,0.000148048,0.0003786772,0.0003950225,0.0001248581,0.0001444191,0.0002606558,0.00004568202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006381145,"about_ca_system_score_gemma":0.00006603713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002068959,"about_ca_topic_score_gemma":0.000001404715,"domain_scores_codex":[0.9979956,0.00001148812,0.0004597659,0.0004985333,0.0002239815,0.0008105927],"domain_scores_gemma":[0.9987677,0.0002288007,0.000166912,0.0005790169,0.0001359234,0.0001215874],"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":[0.000006476281,0.0001990515,0.003670485,0.001838518,0.0004770264,0.00006433241,0.0003473746,0.00002545581,0.9508198,0.003512723,0.01917677,0.01986196],"study_design_scores_gemma":[0.0009127227,0.0001401341,0.00003892044,0.0003237577,0.00004675034,0.0000570407,0.0003004144,0.0002867699,0.9632919,0.001662235,0.03284566,0.00009369468],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990257,0.003582477,0.001026167,0.0004190227,0.000399238,0.0007032924,0.0001006414,0.001765304,0.001746848],"genre_scores_gemma":[0.9968303,0.0002846722,0.001678448,0.0000324136,0.0001770234,0.0003800363,0.0000163119,0.00009690969,0.0005038321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01976826,"threshold_uncertainty_score":0.9999444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007853253908985818,"score_gpt":0.233824416526429,"score_spread":0.2259711626174432,"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."}}