{"id":"W2012369645","doi":"10.2351/1.4917043","title":"Morphology based statistical analysis of nanosecond pulsed laser texturing of the multicrystalline silicon","year":2015,"lang":"en","type":"article","venue":"Journal of Laser Applications","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Materials science; Fluence; Laser; Surface roughness; Silicon; Surface finish; Pulse duration; Optics; Nanosecond; Wavelength; Profilometer; Irradiation; Optoelectronics; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0003199336,0.0001007394,0.0003477143,0.0001770079,0.00002259911,0.00001268313,0.00030419,0.00007239543,0.00008016608],"category_scores_gemma":[0.00008041749,0.00007396599,0.0001127421,0.0005058537,0.00009837677,0.00007773873,0.00003027731,0.0001376144,0.000001462363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005471541,"about_ca_system_score_gemma":0.00007803312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001519033,"about_ca_topic_score_gemma":0.00001867783,"domain_scores_codex":[0.99893,0.00004530681,0.0006289104,0.00008150472,0.0002016613,0.0001126309],"domain_scores_gemma":[0.9988702,0.000129569,0.0003118095,0.0002957242,0.0003105267,0.00008215629],"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":[0.0001101681,0.0004342204,0.005463022,0.0003105305,0.000941216,0.00000741334,0.0002748548,0.3810607,0.6063148,0.0003070121,0.003347518,0.001428589],"study_design_scores_gemma":[0.0008723013,0.00008365423,0.00886439,0.00005179191,0.001070827,0.00001190724,0.00006194621,0.07577299,0.9094869,0.001285794,0.002269882,0.0001676234],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8336,0.00006454369,0.1655033,0.0001282736,0.0000668462,0.0001785354,0.0001933876,0.00004170515,0.0002233269],"genre_scores_gemma":[0.9869663,0.000004014203,0.01289603,0.00003277152,0.00003651661,0.00001699655,0.00001384702,0.00001743917,0.00001609341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3052877,"threshold_uncertainty_score":0.3016246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567827983378178,"score_gpt":0.2590100690373371,"score_spread":0.2433317892035554,"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."}}