{"id":"W4402313107","doi":"10.1016/j.precisioneng.2024.09.005","title":"Three-dimensional indentation test system for observing the distribution of internal mechanical properties in materials","year":2024,"lang":"en","type":"article","venue":"Precision Engineering","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Science and Technology Agency; Swine Innovation Porc","keywords":"Indentation; Materials science; Internal stress; Distribution (mathematics); Composite material; Mathematics; Mathematical analysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005290309,0.0001182554,0.0001615686,0.00006465358,0.0000198919,0.00005022663,0.0001384341,0.00006777514,0.000009362772],"category_scores_gemma":[0.0001607953,0.00008208893,0.00005141348,0.0001489202,0.00000440454,0.0001565865,0.00005424534,0.0001137339,0.000006024414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009011157,"about_ca_system_score_gemma":0.000008651787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001336509,"about_ca_topic_score_gemma":0.000005207168,"domain_scores_codex":[0.9991716,0.000008871795,0.0003705688,0.0001284184,0.0001777592,0.0001427411],"domain_scores_gemma":[0.9996462,0.0001618697,0.00002037748,0.0001140533,0.00003353996,0.00002389528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002182831,0.00001437206,0.00001552904,0.001363858,0.00003475969,0.000003839946,0.000103678,0.100434,0.8870008,0.007389038,0.00009059853,0.003527665],"study_design_scores_gemma":[0.00008546162,0.00001757876,0.0002171681,0.0008290677,0.00001000124,0.000009141015,0.00001445022,0.6837858,0.3146369,0.0001820738,0.000145416,0.00006691722],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6977919,0.000635379,0.2980324,0.00001616314,0.002914759,0.0003213263,0.00006321627,0.000218101,0.000006656417],"genre_scores_gemma":[0.9988375,0.000007215267,0.0009201954,0.000001527004,0.00009045887,0.00008685284,0.00002140756,0.00002707648,0.000007797765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5833517,"threshold_uncertainty_score":0.3347489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02210799136017659,"score_gpt":0.2144988343676896,"score_spread":0.192390843007513,"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."}}