{"id":"W4386446477","doi":"10.21203/rs.3.rs-3292490/v1","title":"The influence of hatch spacing on the metallurgical characteristics of 17-4 PH stainless steel processed by DED","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Society of Intestinal Research","funders":"Tshwane University of Technology; National Research Foundation","keywords":"Metallurgy; Materials science","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":[0.0002817231,0.0002045888,0.0001835777,0.000265809,0.00027358,0.0004255011,0.0002125715,0.0003727386,0.002992068],"category_scores_gemma":[0.0009184254,0.0002469457,0.0001431959,0.0003257369,0.0002754836,0.0002531204,0.0001698575,0.0003141497,0.000506535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002622026,"about_ca_system_score_gemma":0.0002359015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009591029,"about_ca_topic_score_gemma":0.001889224,"domain_scores_codex":[0.999743,0.00002996995,0.00001823524,0.00005838359,0.00008194341,0.00006842595],"domain_scores_gemma":[0.9987575,0.0004801017,0.0002142457,0.00009932765,0.0003375902,0.0001113826],"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":[0.001650768,0.00004329075,0.003721368,0.00007254485,0.00001733498,0.000262249,0.0001676103,0.001935652,0.9857627,0.0001011713,0.0002672653,0.005997856],"study_design_scores_gemma":[0.0000153382,0.0006714518,0.02001602,0.000005704852,0.00001967635,0.00007991736,0.000186809,0.002054458,0.9760851,0.00002831111,0.0008236616,0.00001346796],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981782,0.0002040482,0.0005868328,0.00001959327,0.00002620799,0.000003010846,0.00009521539,0.00003228203,0.0008546296],"genre_scores_gemma":[0.9986131,0.00005778872,0.0002999042,0.000008693935,0.000004961508,0.000001550761,0.00007617201,0.00001831192,0.0009195461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002992068,"threshold_uncertainty_score":0.01000947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05393465605941869,"score_gpt":0.3274166394164857,"score_spread":0.273481983357067,"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."}}