{"id":"W2896308339","doi":"10.2351/1.5062276","title":"Feedback control of processing temperature in laser beam hardening of production dies","year":2011,"lang":"en","type":"article","venue":"","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Magna International (Canada)","funders":"","keywords":"Materials science; Laser; Hardening (computing); Mechanical engineering; Production line; Temperature control; Die (integrated circuit); Composite material; Optics; Engineering","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":[0.0003026633,0.0003613735,0.0002627048,0.000245271,0.0002354586,0.000405237,0.0007044171,0.0003273523,0.001549785],"category_scores_gemma":[0.00126439,0.0003952358,0.0001222102,0.0001643283,0.0002687013,0.0004525805,0.0002869405,0.0003008394,0.0003122471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002767407,"about_ca_system_score_gemma":0.000163858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003344561,"about_ca_topic_score_gemma":0.0005783863,"domain_scores_codex":[0.9996926,0.00003857842,0.00001350884,0.00008302392,0.0001366045,0.00003583504],"domain_scores_gemma":[0.9992777,0.0003927541,0.0001103676,0.00007576481,0.0001239471,0.00001965466],"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":[0.0004058102,0.00006023297,0.001009275,0.00009796524,0.00000704379,0.00009745506,0.0002058635,0.006379698,0.958105,0.0002036099,0.000160811,0.03326717],"study_design_scores_gemma":[0.00003719817,0.0005315625,0.008072572,0.00001151451,0.00001826763,0.0001587209,0.0000571428,0.04305356,0.9461504,0.0001871984,0.001693643,0.00002821537],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9029874,0.0006510101,0.09178352,0.0001109372,0.00005722639,0.00008071245,0.00007198184,0.001238392,0.003018779],"genre_scores_gemma":[0.9865475,0.0001302945,0.01215287,0.00002467914,0.0000108921,0.00002572085,0.00002191247,0.00006645649,0.001019593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001549785,"threshold_uncertainty_score":0.005184531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080021702650508,"score_gpt":0.1943395968021539,"score_spread":0.1835393797756488,"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."}}