{"id":"W2802683298","doi":"10.1111/ffe.12827","title":"Ratcheting progress at notch root of 1045 steel samples over asymmetric loading cycles: Experiments and analyses","year":2018,"lang":"en","type":"article","venue":"Fatigue & Fracture of Engineering Materials & Structures","topic":"High Temperature Alloys and Creep","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Materials science; Strain gauge; Structural engineering; Composite material; Plasticity; Strain (injury); Engineering; Anatomy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001456123,0.0004588058,0.0007283746,0.0003196707,0.00009295151,0.00008435023,0.0002567013,0.0002539316,0.0002399326],"category_scores_gemma":[0.00009175679,0.0003917998,0.00008705133,0.0003321974,0.0001192026,0.0001850601,0.0001035466,0.0001448324,0.000001304922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005297848,"about_ca_system_score_gemma":0.0000106571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006792921,"about_ca_topic_score_gemma":0.000009820827,"domain_scores_codex":[0.9982502,0.00003329575,0.0006367723,0.0003312469,0.0003349623,0.0004135574],"domain_scores_gemma":[0.9991105,0.0001059701,0.0001979434,0.0003669172,0.0001030671,0.0001155875],"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":[0.00003652355,0.00001130746,0.00281549,0.0005223607,0.0002263779,0.000003573594,0.0008008182,0.01042056,0.984551,0.0001156975,0.0002005671,0.0002957317],"study_design_scores_gemma":[0.0003389617,0.00007321054,0.1215341,0.0002082053,0.00006651054,0.000007215428,0.00004155814,0.0003448966,0.8764035,0.00002332387,0.0006221868,0.0003363688],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954504,0.002514126,0.0007994803,0.000008773779,0.0006497041,0.0002293541,0.00009481211,0.0001784476,0.00007491804],"genre_scores_gemma":[0.9939017,0.00004071567,0.00547375,0.00001029301,0.0004073922,0.00001698649,0.00004973336,0.00009329352,0.00000614141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1187186,"threshold_uncertainty_score":0.9998534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0211566194594865,"score_gpt":0.2903501351358895,"score_spread":0.269193515676403,"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."}}