{"id":"W7008558766","doi":"","title":"Characterization of suspensions and films of cellulose nanocrystals","year":2002,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Characterization (materials science); Nanocrystal; Nanoparticle; Cellulose; Transmission electron microscopy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001174554,0.0001550385,0.0001403519,0.0001689523,0.0001637438,0.0002275004,0.0001198604,0.000168632,0.001497225],"category_scores_gemma":[0.0002181356,0.00008181011,0.00009965359,0.0001356926,0.00008344447,0.0001322857,0.00007195029,0.0002854907,0.0003008598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002286453,"about_ca_system_score_gemma":0.000143136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001379346,"about_ca_topic_score_gemma":0.001770819,"domain_scores_codex":[0.9999201,0.000005093664,0.000007081415,0.00002081552,0.00003431677,0.00001263356],"domain_scores_gemma":[0.9998804,0.00004485391,0.00001662825,0.000007794352,0.00003714083,0.00001303875],"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":[0.000008143439,0.000004953199,0.00008273151,0.00000981043,9.557128e-7,0.00001558595,0.000009706636,0.00001644725,0.999045,0.00002171004,0.00002117788,0.0007638754],"study_design_scores_gemma":[0.000002786418,0.00003142272,0.001817763,0.000002971512,0.000003577546,0.00003478265,0.00001647203,0.0003824574,0.9966876,0.0000160884,0.001002096,0.000002058255],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793528,0.001147007,0.0119549,0.0001415784,0.00003681865,0.00008388478,0.001053048,0.00008246976,0.006147539],"genre_scores_gemma":[0.9717909,0.00128017,0.0143783,0.000130805,0.00001390318,0.0001400671,0.002059387,0.0000922468,0.01011426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001497225,"threshold_uncertainty_score":0.005008757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02118072667809253,"score_gpt":0.2600599127213867,"score_spread":0.2388791860432942,"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."}}