{"id":"W4390571501","doi":"10.1007/s10570-023-05693-9","title":"Understanding the origin of microcompressions in cellulose fibres using 4D X-ray micro-computed tomography","year":2024,"lang":"en","type":"article","venue":"Cellulose","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; British Columbia Institute of Technology; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Buckling; Materials science; Deformation (meteorology); Compression (physics); Tomography; Composite material; Tracheid; Fracture (geology); Computed tomography; Compressive strength; Optics","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":[0.0002901567,0.000404209,0.0001993726,0.0007717362,0.0003260019,0.001177116,0.0005444206,0.0008597919,0.0009660393],"category_scores_gemma":[0.0005432161,0.0004933559,0.0002647033,0.0005986879,0.001186706,0.001474887,0.000282771,0.0009549255,0.0002183351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007068275,"about_ca_system_score_gemma":0.0005371924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002273602,"about_ca_topic_score_gemma":0.001962702,"domain_scores_codex":[0.9998851,0.00000939256,0.000006832953,0.00002662928,0.00004400708,0.00002809561],"domain_scores_gemma":[0.9996828,0.0001051904,0.00009774698,0.00004323875,0.00005214107,0.0000188521],"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":[0.0001025471,0.00004255193,0.005679985,0.0002570339,0.00001866098,0.0008980513,0.0002553556,0.0104416,0.9608122,0.008686631,0.0001982537,0.01260717],"study_design_scores_gemma":[0.00002576153,0.00006983209,0.04170382,0.0001164089,0.00004357995,0.001527054,0.0004294332,0.1171453,0.8280203,0.004348501,0.006489441,0.00008045708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9118415,0.00817806,0.07198098,0.0006096286,0.00007046299,0.00007644331,0.0003324572,0.000208297,0.006702239],"genre_scores_gemma":[0.9628454,0.003129956,0.03237584,0.00005888483,0.00003984104,0.00002123729,0.0001354689,0.00004640748,0.001346795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002273602,"threshold_uncertainty_score":0.005128384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08242837353167419,"score_gpt":0.3227356430415741,"score_spread":0.2403072695098999,"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."}}