{"id":"W2588357652","doi":"10.1515/htmp-2016-0175","title":"Recent Aspects on the Effect of Inclusion Characteristics on the Intragranular Ferrite Formation in Low Alloy Steels: A Review","year":2017,"lang":"en","type":"review","venue":"High Temperature Materials and Processes","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"China Scholarship Council","keywords":"Materials science; Metallurgy; Microstructure; Alloy; Ferrite (magnet); Toughness; Welding; Inclusion (mineral); Oxide; Composite material","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":[0.0007851462,0.0004942137,0.001519032,0.00005860297,0.0002580941,0.0001896675,0.0004500048,0.0003167477,0.00009569163],"category_scores_gemma":[0.0004913338,0.0002036637,0.00007808821,0.0001269805,0.0000426489,0.0001009326,0.0001785374,0.0004230425,0.000009128105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004159505,"about_ca_system_score_gemma":0.00003076087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004098852,"about_ca_topic_score_gemma":0.000004732597,"domain_scores_codex":[0.9983729,0.0002888425,0.0006674684,0.0002395642,0.0002185467,0.0002126877],"domain_scores_gemma":[0.9987757,0.0003017846,0.0003362641,0.0004793897,0.00007012542,0.00003676335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001187594,0.00002427444,4.388114e-8,0.6350235,0.0001047263,0.00002193088,0.0002159273,0.000002215766,0.009534403,0.0006234908,0.001664109,0.3526666],"study_design_scores_gemma":[0.0001369921,0.0002669702,0.000001015022,0.1869049,0.0001982567,0.0000225974,0.000001808465,6.309272e-7,0.06830242,0.00007947649,0.7438014,0.0002834696],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008895015,0.9878899,2.058205e-7,0.0003128141,0.0005107921,0.002038245,0.0002226234,0.0000365294,0.00009390218],"genre_scores_gemma":[0.03725322,0.9618687,0.000002122364,0.0002455061,0.000186926,0.000199404,0.0001800019,0.00004825893,0.00001587048],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7421373,"threshold_uncertainty_score":0.8305163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02009146049293015,"score_gpt":0.255086422855385,"score_spread":0.2349949623624548,"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."}}