{"id":"W2897383949","doi":"10.2351/1.5060551","title":"Stochastic heating in laser materials processing","year":2005,"lang":"en","type":"article","venue":"","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials processing; Laser; Computer science; Materials science; Process engineering; Optics; Engineering; 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":[0.0004759548,0.0003513338,0.0005873006,0.0004566349,0.0006792866,0.001140118,0.0005127061,0.001013393,0.001950976],"category_scores_gemma":[0.0009217893,0.0004145012,0.0003378394,0.0006173674,0.002136335,0.001416957,0.001083922,0.001171199,0.0006374746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001113473,"about_ca_system_score_gemma":0.0004029254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004567363,"about_ca_topic_score_gemma":0.0003888732,"domain_scores_codex":[0.9994573,0.000119611,0.00002060398,0.000132565,0.0002263554,0.00004359248],"domain_scores_gemma":[0.9996004,0.0002274744,0.00004497223,0.00006347898,0.00004503828,0.00001878308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005957948,0.00005887761,0.0004519513,0.0005518324,0.0000173969,0.0002192214,0.0002246102,0.04607144,0.02019647,0.8829345,0.002361101,0.04685299],"study_design_scores_gemma":[0.00002131802,0.0001664529,0.001068615,0.0001501399,0.00002010922,0.0006701805,0.00007882109,0.1184388,0.01937432,0.8026809,0.05725561,0.00007476479],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08321017,0.1644189,0.5974979,0.003976737,0.001835837,0.0001501718,0.0001415788,0.0005777839,0.148191],"genre_scores_gemma":[0.8333421,0.05302453,0.07769977,0.000600226,0.001840313,0.0002276203,0.00010373,0.0001468454,0.03301489],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001950976,"threshold_uncertainty_score":0.008078873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00949106436325215,"score_gpt":0.2330934146508489,"score_spread":0.2236023502875968,"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."}}