{"id":"W1485257867","doi":"10.1007/978-3-319-48185-2_65","title":"Process-Structure-Property Correlations for HPDC AM60B","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Materials science; Shrinkage; Ductility (Earth science); Ultimate tensile strength; Porosity; Casting; Composite material; Yield (engineering); Alloy; Mold; Metallurgy; Creep","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006218853,0.0006019295,0.0005051242,0.0001399648,0.00009323864,0.00006305845,0.0003469444,0.0006514695,0.00156438],"category_scores_gemma":[0.00003641338,0.0003983775,0.0001474043,0.00002866841,0.0001196298,0.0001642164,0.00005054054,0.0004789971,0.0002139129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002086816,"about_ca_system_score_gemma":0.0001321349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005754375,"about_ca_topic_score_gemma":0.00008154392,"domain_scores_codex":[0.998557,0.000003202611,0.0004306976,0.0003891544,0.0002709651,0.0003489812],"domain_scores_gemma":[0.9989166,0.00002914103,0.00008051476,0.0004483589,0.0003797979,0.0001456019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001627651,0.00001454677,0.0000383293,0.002636913,0.001521716,0.00001685844,0.002179801,0.03346301,0.006479292,0.09124447,0.8312001,0.03104219],"study_design_scores_gemma":[0.0004144011,0.00006223247,0.000003864104,0.0001114985,0.0001637182,0.00004772572,0.00002657781,0.005657638,0.001277944,0.04802871,0.9432242,0.000981483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008103185,0.003152361,0.004167412,0.00009393229,0.001881131,0.001491688,0.0007488311,0.00132106,0.9870626],"genre_scores_gemma":[0.02963593,0.00004353723,0.003451295,0.00008403153,0.0007051845,0.00006059643,0.000484165,0.0004187037,0.9651166],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1120241,"threshold_uncertainty_score":0.9998468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02921077668657559,"score_gpt":0.2270254223437495,"score_spread":0.1978146456571739,"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."}}