{"id":"W4394931983","doi":"10.20944/preprints202404.1150.v1","title":"Interactions Between Cetyltrimethylammonium Bromide Modified Cellulose Nanocrystals and Surfaces: An Ellipsometric Study","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Innotech Alberta; Alberta Innovates","keywords":"Bromide; Cellulose; Nanocrystal; Chemical engineering; Ellipsometry; Chemistry; Materials science; Nanotechnology; Inorganic chemistry; Organic chemistry; Thin film; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003681307,0.0003032688,0.0002629621,0.0003368715,0.0002277078,0.000261082,0.0005078343,0.0004763054,0.001539832],"category_scores_gemma":[0.0004293321,0.000218136,0.0002446428,0.000320422,0.0002222762,0.0003735322,0.00025084,0.000697123,0.0003216717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003387404,"about_ca_system_score_gemma":0.0001255454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002237388,"about_ca_topic_score_gemma":0.001441089,"domain_scores_codex":[0.9997248,0.00002959727,0.00001373907,0.00006429065,0.0001176836,0.0000499147],"domain_scores_gemma":[0.9997227,0.0001290186,0.00005355192,0.00001725562,0.00005996873,0.00001761397],"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":[0.00003138046,0.00002127156,0.0002393035,0.0000372859,0.000005334404,0.00004535485,0.00004438895,0.00008710734,0.9983252,0.00008259846,0.00002995335,0.001050895],"study_design_scores_gemma":[0.000006984756,0.00004646742,0.002464957,0.00000391822,0.000009977683,0.00007344229,0.00004936215,0.004356523,0.9923372,0.00003282879,0.0006101888,0.000008260273],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893706,0.001854519,0.005650581,0.0001007599,0.00004223806,0.00002548339,0.0001614261,0.00004563767,0.002748928],"genre_scores_gemma":[0.9921927,0.0009904713,0.004634096,0.00006830382,0.00002024392,0.00002783454,0.0001407283,0.00001679593,0.001908872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002237388,"threshold_uncertainty_score":0.005151212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1826798618729323,"score_gpt":0.4082341234566749,"score_spread":0.2255542615837426,"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."}}