{"id":"W7036778247","doi":"","title":"Challenges and solutions in laser micro fabrication of micro parts, mechanisms, and sensors","year":2007,"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":"Fabrication; Surface micromachining; Laser; Machining; Laser beam machining; Surface roughness; Microfabrication; Precision engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002195022,0.000067199,0.00009433122,0.00007758468,0.00001703279,0.000008673459,0.00003547343,0.00006069377,0.000006419019],"category_scores_gemma":[0.00001474626,0.00007048993,0.000006542157,0.00004310298,0.00003119676,0.00006610907,0.00002573824,0.00004630611,0.000001006789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001734107,"about_ca_system_score_gemma":0.000003420155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000634232,"about_ca_topic_score_gemma":0.0000321711,"domain_scores_codex":[0.9995922,0.000009667197,0.0001304843,0.00009610485,0.00004066587,0.0001308132],"domain_scores_gemma":[0.9998245,0.00002319341,0.00001961945,0.00008567094,0.00002039813,0.00002662418],"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":[0.000005369456,0.00001202479,0.00003933548,0.0001486394,0.000004594211,0.000001719913,0.0004078306,0.00001373141,0.9865951,0.00149073,0.0001962439,0.01108469],"study_design_scores_gemma":[0.0001371581,0.00001723533,0.005353339,0.00006318767,0.000006457657,0.000007375661,0.00008939656,0.0005090651,0.9704652,0.02264701,0.0005991199,0.0001054372],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987783,0.001320249,0.006380709,0.0002465689,0.00007294813,0.0001324232,0.000008167402,0.0002436026,0.003812402],"genre_scores_gemma":[0.9732344,0.0009800798,0.02572829,0.00000916084,0.00001548485,0.000004735288,0.000002210943,0.00001285343,0.00001281371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02115628,"threshold_uncertainty_score":0.2874496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02136567382358864,"score_gpt":0.2319877981493188,"score_spread":0.2106221243257302,"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."}}