{"id":"W4313506652","doi":"10.1007/978-3-031-17425-4_6","title":"Microstructural Characterization of Pack-Borided H13 Tool Steel Processed Using Directed Energy Deposition","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Materials science; Characterization (materials science); Deposition (geology); Metallurgy; Geology; Nanotechnology; Geomorphology","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":[0.0001397377,0.0001600451,0.0002466887,0.0003580284,0.0003163476,0.0002438912,0.0004065975,0.0004671519,0.002977432],"category_scores_gemma":[0.0001591574,0.0002379761,0.0001903529,0.000395368,0.0002457952,0.0001671276,0.0001245896,0.0002825683,0.0004757241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003629992,"about_ca_system_score_gemma":0.0002783148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003518488,"about_ca_topic_score_gemma":0.0125582,"domain_scores_codex":[0.999833,0.000005910955,0.000007783806,0.00002988679,0.00010166,0.00002181004],"domain_scores_gemma":[0.999862,0.00002459139,0.00001944107,0.00001898196,0.00006440963,0.00001063142],"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":[0.0001289241,0.00001674592,0.0007106031,0.00005763647,0.00000747285,0.0001007547,0.00006785597,0.0005328055,0.9943933,0.0001233073,0.00043809,0.003422371],"study_design_scores_gemma":[0.00001343129,0.0003286189,0.04832049,0.00001560868,0.00001615058,0.0002400792,0.0001715139,0.003739652,0.9433351,0.00007840437,0.00372759,0.00001335725],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853563,0.0006098749,0.003887906,0.00007785046,0.00003048092,0.00003006769,0.001539964,0.0001596654,0.008308006],"genre_scores_gemma":[0.986722,0.0001754406,0.004653915,0.00003419398,0.000004379384,0.00001578399,0.0009999914,0.00004052017,0.007353731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003518488,"threshold_uncertainty_score":0.009960473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0154178249029809,"score_gpt":0.1919583207354177,"score_spread":0.1765404958324368,"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."}}