{"id":"W4319773521","doi":"10.1007/s11661-023-06983-4","title":"Binder Jet Printing AISI 5120 Chromium Steel Powder","year":2023,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Materials science; Microstructure; Metallurgy; Chromium; Sintering; Jet (fluid); Scanning electron microscope; Raw material; Confocal laser scanning microscopy; Composite material; Chemistry","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":[0.0001812934,0.0001717985,0.0002515056,0.0001215066,0.0001510849,0.0001232776,0.0001007662,0.000124775,0.0009107166],"category_scores_gemma":[0.00001256417,0.0001501535,0.00006075261,0.0001791173,0.00006349942,0.0001019484,0.00002548163,0.0001432875,0.000191994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001174199,"about_ca_system_score_gemma":0.000004097207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002700771,"about_ca_topic_score_gemma":0.000006761241,"domain_scores_codex":[0.9991392,0.0000234824,0.0002215184,0.0002184141,0.00009814944,0.0002992253],"domain_scores_gemma":[0.9997075,0.0000521887,0.00002086871,0.0001500888,0.00001405641,0.0000552595],"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":[0.00006588383,0.0001968876,0.00002426272,0.001325364,0.001145737,0.0002788335,0.000737923,0.02813025,0.8759385,0.003672204,0.002207422,0.08627674],"study_design_scores_gemma":[0.0007813271,0.0000547927,0.01304802,0.00009317951,0.0001172328,0.0001076928,0.0003067625,0.005094263,0.8805028,0.001632403,0.09752087,0.0007406868],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591703,0.00005180705,0.03660959,0.0001953916,0.0004571995,0.0001256561,0.0000321622,0.002685855,0.0006719997],"genre_scores_gemma":[0.9980897,0.0002786931,0.0008391032,0.00001272347,0.00005574652,0.00005547337,0.00001196545,0.00003223916,0.0006243085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09531345,"threshold_uncertainty_score":0.9971708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01713614168487002,"score_gpt":0.216777767949758,"score_spread":0.199641626264888,"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."}}