{"id":"W4309567083","doi":"10.1016/j.optlastec.2022.108839","title":"3-Dimensional heat transfer modeling for laser powder bed fusion additive manufacturing using parallel computing and adaptive mesh","year":2022,"lang":"en","type":"article","venue":"Optics & Laser Technology","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Fusion; Materials science; Heat transfer; Computer science; Laser; Computational science; Parallel computing; Mechanics; Optics; Physics","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":[0.0003640309,0.0006041696,0.0008570763,0.0004977795,0.0008784587,0.001319624,0.001430202,0.001357152,0.002920776],"category_scores_gemma":[0.001049572,0.0006864743,0.001148227,0.0007211427,0.0006758928,0.0009356542,0.0007055498,0.0008456765,0.0003184061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062549,"about_ca_system_score_gemma":0.001548934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02288334,"about_ca_topic_score_gemma":0.01285478,"domain_scores_codex":[0.999809,0.00004381095,0.00001259503,0.00003108134,0.00007007736,0.00003344931],"domain_scores_gemma":[0.9995692,0.0002524147,0.00003958328,0.00003408642,0.00007889292,0.00002581985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001958159,0.00002002902,0.0002645689,0.00001381891,0.000006791086,0.00002069072,0.0000127603,0.9968452,0.0005013508,0.0006680497,0.00008183262,0.001545375],"study_design_scores_gemma":[0.000002011799,0.000003117142,0.00003999244,7.156071e-7,8.857628e-7,0.000002196956,0.000002525887,0.999645,0.0001253685,0.0001232767,0.00005349223,0.000001455911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3188345,0.0007065457,0.6561861,0.0006593215,0.0001898809,0.0002125568,0.0007228865,0.001512726,0.02097547],"genre_scores_gemma":[0.9464588,0.000237064,0.04871683,0.00006642075,0.00002173063,0.0001957175,0.0002654814,0.000148478,0.003889476],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02288334,"threshold_uncertainty_score":0.04550028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01573455006335249,"score_gpt":0.2242268964408363,"score_spread":0.2084923463774838,"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."}}