{"id":"W4256329912","doi":"10.21741/9781644900031-12","title":"HIP Processing of Improved Tooling Materials for High-Productivity Hot Metal Forming Processes","year":2019,"lang":"en","type":"article","venue":"Materials research proceedings","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Aluminium Refining, Degassing and Filtering (Canada)","funders":"","keywords":"Productivity; Materials processing; Materials science; Metal forming; Metallurgy; Computer science; Manufacturing engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003923917,0.0003198826,0.0005640911,0.0005103231,0.0001326355,0.000623415,0.0004829275,0.0003586169,0.001877079],"category_scores_gemma":[0.0005029006,0.0001962919,0.0003034139,0.0004574349,0.0002052561,0.0004727904,0.000281754,0.0004299195,0.0005183445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003975159,"about_ca_system_score_gemma":0.0002955621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003465521,"about_ca_topic_score_gemma":0.0006711448,"domain_scores_codex":[0.9996791,0.0000252829,0.00001761359,0.00002908349,0.0001937782,0.00005520003],"domain_scores_gemma":[0.999749,0.00003635694,0.00005651668,0.00003847023,0.0001000321,0.0000196887],"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":[0.0001241452,0.00002469349,0.0002540821,0.0003077629,0.00001829487,0.0001236394,0.00003086454,0.00142266,0.9822549,0.00070955,0.0004915399,0.01423803],"study_design_scores_gemma":[0.0000508024,0.0003043688,0.003354171,0.00001783883,0.00003115461,0.0003126684,0.00002002786,0.004413527,0.9853368,0.0001287356,0.006017042,0.00001281878],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9111554,0.007260484,0.0656497,0.0002359497,0.0003628074,0.0001741348,0.0003528582,0.000734006,0.01407459],"genre_scores_gemma":[0.9581499,0.0008423178,0.03789121,0.00003995938,0.00004784541,0.00002922108,0.0002360698,0.00009187725,0.002671469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001877079,"threshold_uncertainty_score":0.006279409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04594470043169413,"score_gpt":0.3102193497963625,"score_spread":0.2642746493646684,"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."}}