{"id":"W1591895175","doi":"10.1002/9783527646821.ch5","title":"Nanomaterials: Laser‐Induced Nano/Microfabrications","year":2012,"lang":"en","type":"other","venue":"Nanomaterials","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Laser; Nanomaterials; Femtosecond; Materials science; Nanotechnology; Substrate (aquarium); Nano-; Fabrication; Optoelectronics; Optics; Composite material; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003413866,0.00082214,0.001043981,0.0004351513,0.00008682139,0.0003452721,0.0007313412,0.001043215,0.0128552],"category_scores_gemma":[0.00004421176,0.0008057464,0.0001209373,0.0002083566,0.00007241654,0.0002175812,0.0001682727,0.00009987078,0.002900137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001589446,"about_ca_system_score_gemma":0.00007051999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008011571,"about_ca_topic_score_gemma":0.000006419185,"domain_scores_codex":[0.9975553,0.0001286346,0.00076623,0.0004862524,0.0002564375,0.0008071213],"domain_scores_gemma":[0.9983587,0.0000313051,0.0003294531,0.001041182,0.00004414346,0.0001951693],"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":[0.000005071764,0.00002618516,0.000001875651,0.0005140534,0.0000695876,0.000004557188,0.0000319848,2.801499e-7,0.6601812,0.00007585353,0.338207,0.0008823642],"study_design_scores_gemma":[0.0001363485,0.00001297006,0.000003457769,0.0001946413,0.00005958977,0.0000193719,0.000001775182,0.000001641121,0.5137312,0.00006992009,0.4852227,0.0005464092],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04736884,0.002275614,0.0002778548,0.00005403892,0.02671005,0.002363737,0.003231705,0.03105974,0.8866584],"genre_scores_gemma":[0.5724067,0.002413992,0.01822581,0.0002089112,0.01390971,0.001870424,0.002593709,0.009807942,0.3785628],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5250379,"threshold_uncertainty_score":0.9994394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683548186391402,"score_gpt":0.2412079181031965,"score_spread":0.2243724362392825,"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."}}