{"id":"W3047026142","doi":"10.1002/mren.202000027","title":"Pushing the Limits with Cellulose Nanocrystal Loadings in Latex‐Based Pressure‐Sensitive Adhesive Nanocomposites","year":2020,"lang":"en","type":"article","venue":"Macromolecular Reaction Engineering","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Adhesive; Materials science; Emulsion polymerization; Nanocomposite; Nanocellulose; Composite material; Emulsion; Monomer; Cellulose; Polymer; Acrylate; Polymerization; Chemical engineering","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":[0.0002180022,0.0002564133,0.0002582578,0.00009044534,0.00012811,0.0001062109,0.0002107881,0.00005743626,0.00001601987],"category_scores_gemma":[0.0001912371,0.0001960582,0.00006318408,0.0004382207,0.00007404556,0.0002762247,0.00008762655,0.000342507,0.00004093123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009325668,"about_ca_system_score_gemma":0.00003628558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005664146,"about_ca_topic_score_gemma":0.000008988521,"domain_scores_codex":[0.9983529,0.00008469784,0.0002250421,0.0004406557,0.0004171557,0.0004795336],"domain_scores_gemma":[0.9992887,0.0001912436,0.00009311092,0.0002019747,0.00009532183,0.0001296213],"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":[0.00009034389,0.00002075488,0.00004495144,0.00008003117,0.00002907402,0.0003068538,0.0006715318,0.05571141,0.9428523,0.00008164984,0.00001177749,0.00009934486],"study_design_scores_gemma":[0.0004481517,0.0001040984,0.0003753789,0.0001125676,0.0000260277,0.00002526459,0.0001475526,0.02773969,0.9685441,0.000004799293,0.002232146,0.0002401934],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.952173,0.0004495613,0.04499848,0.00112772,0.00009055049,0.0005846352,0.00001074494,0.0002405,0.0003248416],"genre_scores_gemma":[0.9973839,0.00001468793,0.002251534,0.0001445899,0.00006109773,0.00005684936,0.000007408457,0.00005023896,0.00002969865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04521093,"threshold_uncertainty_score":0.7995023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01139719783338571,"score_gpt":0.2232307636502693,"score_spread":0.2118335658168836,"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."}}