{"id":"W2563590228","doi":"10.3390/ma9121023","title":"Effect of Repetition Rate on Femtosecond Laser-Induced Homogenous Microstructures","year":2016,"lang":"en","type":"article","venue":"Materials","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Microstructure; Femtosecond; Laser; Lacunarity; Texture (cosmology); Machining; Pulse (music); Irradiation; Dielectric; Analytical Chemistry (journal); Optics; Composite material; Metallurgy; Optoelectronics; Chemistry","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":[0.0003835815,0.0001810458,0.0002968161,0.000070644,0.00003047959,0.00005335668,0.0001401123,0.0001092148,0.0004765113],"category_scores_gemma":[0.00006130523,0.0001151148,0.00003094797,0.00004287222,0.00002976126,0.00009753375,0.00002782408,0.0000254893,0.00007432063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004830059,"about_ca_system_score_gemma":0.000006448113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001426693,"about_ca_topic_score_gemma":0.000001490712,"domain_scores_codex":[0.9991903,0.0001188837,0.0002672467,0.0001604712,0.00007571221,0.0001873844],"domain_scores_gemma":[0.9995133,0.00007644228,0.00007195685,0.0002831258,0.00002322558,0.00003200126],"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":[0.0001326419,0.00000441726,0.000006263011,0.0003286696,0.00001335926,0.00000518698,0.00002149722,0.000002661805,0.995413,0.0000333391,0.0003062214,0.003732723],"study_design_scores_gemma":[0.0003875965,0.0003557799,0.0001990741,0.000203346,0.00001224073,0.000006107265,5.137121e-7,8.499396e-7,0.9977778,0.000668621,0.0002414352,0.0001466293],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977694,0.000007845138,0.00003051852,0.00002006704,0.000817924,0.0002171362,0.0002090589,0.0005568965,0.0003711603],"genre_scores_gemma":[0.9995663,0.00001152472,0.0001207276,0.00002215764,0.0001334606,0.00003447221,0.00001602535,0.0000502498,0.00004507985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003586094,"threshold_uncertainty_score":0.5217465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004878569427941655,"score_gpt":0.2155777263739337,"score_spread":0.2106991569459921,"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."}}