{"id":"W4410482800","doi":"10.3390/met15050558","title":"The Effects of ECAP and Recovery Treatment on the Microstructure and the Mechanical, Tribological, and Corrosion Properties of 316L Steel","year":2025,"lang":"en","type":"article","venue":"Metals","topic":"Advanced materials and composites","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Tribology; Microstructure; Materials science; Metallurgy; Corrosion","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":[],"consensus_categories":[],"category_scores_codex":[0.0001086001,0.00008410913,0.0001934382,0.000009121221,0.00008810294,0.00002880729,0.00004858075,0.00003086665,0.000001124889],"category_scores_gemma":[0.0000611704,0.0000278272,0.00002426763,0.00002804456,0.0001340089,0.00001866543,0.0000401153,0.00003224473,9.542693e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005208111,"about_ca_system_score_gemma":0.000002467749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003962943,"about_ca_topic_score_gemma":0.000002306266,"domain_scores_codex":[0.9996475,0.00006687569,0.000116931,0.00007181967,0.00003527784,0.00006161685],"domain_scores_gemma":[0.9993328,0.000498074,0.00003107994,0.0001200144,0.000009762891,0.000008232532],"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":[0.000148324,0.000007017873,0.000003292864,0.00009323882,0.00003535763,1.373132e-7,0.00007161423,0.00007415815,0.9945899,0.00245915,0.00003095506,0.002486839],"study_design_scores_gemma":[0.0005091364,0.0001732031,0.0002175383,0.00008786459,0.00005844993,0.000001447774,0.00005189175,0.0003915984,0.9952382,0.002602707,0.0006335994,0.00003439586],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841842,0.01501334,0.000104199,0.0002036268,0.0001008131,0.0003430206,0.000005261576,0.00001025878,0.00003525147],"genre_scores_gemma":[0.9947321,0.005020411,0.00008266716,0.00003486731,0.000006563269,0.00003060872,3.319452e-7,0.000003980514,0.00008848493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01054786,"threshold_uncertainty_score":0.113476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006587914415548006,"score_gpt":0.1928530434884182,"score_spread":0.1862651290728702,"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."}}