{"id":"W7001605366","doi":"","title":"Laser consolidation: a rapid manufacturing process for making net-shape functional components","year":2006,"lang":"en","type":"article","venue":"NPARC","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Machining; Process (computing); Laser; Layer (electronics); Consolidation (business); Manufacturing process; Surface finish; Laser beam machining","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002935592,0.0002726561,0.0002371952,0.0008376948,0.0002424327,0.0005158326,0.0005850602,0.0002974288,0.001243396],"category_scores_gemma":[0.0002264067,0.0002440859,0.0002187977,0.0004883212,0.0004558279,0.0004561154,0.0003407565,0.0003890269,0.0004507059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003515867,"about_ca_system_score_gemma":0.0004763799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007499279,"about_ca_topic_score_gemma":0.001446239,"domain_scores_codex":[0.9995925,0.00001842304,0.0000188463,0.00004222779,0.0002896209,0.00003840827],"domain_scores_gemma":[0.9998662,0.00001668622,0.00004356077,0.00002192639,0.0000400904,0.00001155265],"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":[0.00004194209,0.00003081299,0.0003525876,0.0001365109,0.000006908816,0.000160673,0.00007765558,0.0008471037,0.9431359,0.002010339,0.0004502604,0.05274931],"study_design_scores_gemma":[0.00003315791,0.0004302467,0.002241932,0.00001834583,0.00001990673,0.001089807,0.00004527147,0.006635463,0.9688219,0.0002913321,0.02035312,0.00001961576],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5037887,0.006506692,0.4610618,0.0002452306,0.000188639,0.00055004,0.0002183788,0.002612625,0.02482796],"genre_scores_gemma":[0.8449559,0.001430555,0.1462439,0.00007594631,0.00003879325,0.00009021378,0.0001864663,0.00009962565,0.006878648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001243396,"threshold_uncertainty_score":0.00415951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02516441672671052,"score_gpt":0.2448630247934879,"score_spread":0.2196986080667774,"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."}}