{"id":"W4408231617","doi":"10.1007/s40964-025-01029-0","title":"Solution heat treatment of support-free IN625 overhang sections fabricated via laser powder bed fusion (LPBF)","year":2025,"lang":"en","type":"article","venue":"Progress in Additive Manufacturing","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fusion; Materials science; Laser; Metallurgy; Optics; Physics; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001157613,0.0002729141,0.0001987999,0.0002482597,0.0003124281,0.0002937182,0.0002753337,0.0004061352,0.0032423],"category_scores_gemma":[0.0001332331,0.000230327,0.0001971551,0.0002179838,0.0001855853,0.0002816794,0.0001267003,0.0003595244,0.0004383938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003553007,"about_ca_system_score_gemma":0.000282224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001160269,"about_ca_topic_score_gemma":0.002630289,"domain_scores_codex":[0.9999049,0.000002481625,0.000004496283,0.00002514828,0.0000340266,0.00002896651],"domain_scores_gemma":[0.9999411,0.000008760381,0.00002155692,0.000007304774,0.0000130249,0.000008273511],"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":[0.0000583508,0.000009282594,0.0001354857,0.00003918568,0.000003771957,0.00003457708,0.00005006001,0.0002729062,0.997798,0.0002006292,0.00006112354,0.001336573],"study_design_scores_gemma":[0.000003895113,0.00008253369,0.002345826,0.000003799755,0.000006127674,0.00001900575,0.00002980277,0.0005372255,0.9958751,0.00002176302,0.001071903,0.000002929085],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949169,0.0003317309,0.001794533,0.00002296154,0.00003057242,0.00001031798,0.0002054781,0.00008865562,0.002598863],"genre_scores_gemma":[0.9945495,0.0001269718,0.00190581,0.000008588276,0.000002914216,0.000008394819,0.0002100062,0.00002258036,0.003165206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0032423,"threshold_uncertainty_score":0.01084661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01055611182401024,"score_gpt":0.242701464373926,"score_spread":0.2321453525499158,"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."}}