{"id":"W4391980733","doi":"10.1016/j.ijfatigue.2024.108226","title":"3D characterization of closure of surface and internal fatigue cracks in nodular cast iron using Digital Volume Correlation of laboratory X-ray tomography images","year":2024,"lang":"en","type":"article","venue":"International Journal of Fatigue","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"National Natural Science Foundation of China","keywords":"Materials science; Digital image correlation; Tomography; Cast iron; Displacement (psychology); Composite material; Volume (thermodynamics); Voxel; Optics; Radiology","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":[0.0002557305,0.000257563,0.0002372862,0.001995257,0.0001565154,0.0007072755,0.0002820225,0.0004871724,0.001665056],"category_scores_gemma":[0.0006026085,0.0002902787,0.000187501,0.0006665158,0.0002780686,0.0002622078,0.0002476627,0.0002363449,0.0002840628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002072595,"about_ca_system_score_gemma":0.0003594483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003001902,"about_ca_topic_score_gemma":0.006462259,"domain_scores_codex":[0.9998499,0.00001093801,0.00000839934,0.00002808739,0.0000778738,0.00002488455],"domain_scores_gemma":[0.9994986,0.0001351571,0.00008503156,0.00004571217,0.0001982322,0.00003714088],"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":[0.0009046279,0.0002611701,0.06670327,0.0003912889,0.00005516623,0.0008292929,0.0009098745,0.0286275,0.7718086,0.0006837215,0.00113499,0.1276906],"study_design_scores_gemma":[0.000029066,0.0002014696,0.4049928,0.00006814762,0.00006111661,0.002152425,0.0006542966,0.4050506,0.1841732,0.0002195502,0.002296925,0.000100367],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575363,0.0002922177,0.03933776,0.00003308456,0.00001047413,0.00005587091,0.0005608352,0.0006260955,0.001547366],"genre_scores_gemma":[0.9853469,0.00008704042,0.0137382,0.00001154166,0.000005012142,0.00001399579,0.0002830159,0.00004903107,0.000465171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003001902,"threshold_uncertainty_score":0.005968869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00929390465283614,"score_gpt":0.2389877796941647,"score_spread":0.2296938750413285,"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."}}