{"id":"W4381853272","doi":"10.1016/j.colsurfa.2023.131929","title":"Cellulose nanocrystal/polymer nanocomposite latex via surfactant-free emulsion polymerization","year":2023,"lang":"en","type":"article","venue":"Colloids and Surfaces A Physicochemical and Engineering Aspects","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; FPInnovations","funders":"","keywords":"Materials science; Nanocomposite; Emulsion polymerization; Chemical engineering; Polymer; Monomer; Cationic polymerization; Polymerization; Pulmonary surfactant; Polymer chemistry; Emulsion; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002591553,0.0003882017,0.000308616,0.0002649225,0.0002249753,0.0004089513,0.0002527192,0.000349396,0.001204739],"category_scores_gemma":[0.0002680025,0.0002302958,0.0003526862,0.000237894,0.000225804,0.0003706543,0.0003554254,0.0006464873,0.0005490381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005021227,"about_ca_system_score_gemma":0.0005160755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001603452,"about_ca_topic_score_gemma":0.002878939,"domain_scores_codex":[0.999756,0.00002586901,0.00001900592,0.00006370757,0.00007792488,0.00005751269],"domain_scores_gemma":[0.999853,0.00003446605,0.0000388839,0.00001710553,0.0000312578,0.00002529355],"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":[0.00003327945,0.00001683507,0.00003699076,0.00003795938,0.000004481005,0.00004053635,0.00001787477,0.0001324048,0.9975667,0.0001486144,0.00003834454,0.001925897],"study_design_scores_gemma":[0.000009597979,0.00004932484,0.0002053877,0.000002395357,0.000007906218,0.00003243083,0.000004490698,0.0009614103,0.9981412,0.00001541037,0.000565104,0.00000539856],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679878,0.001385597,0.02267088,0.0002060372,0.00007162866,0.0001057935,0.0001674738,0.0003836619,0.00702115],"genre_scores_gemma":[0.9881676,0.0005777575,0.007240316,0.0000612534,0.00001544043,0.00003721742,0.00007815184,0.00005813659,0.003764114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001603452,"threshold_uncertainty_score":0.004030228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006838791127116772,"score_gpt":0.2152130456767006,"score_spread":0.2083742545495838,"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."}}