{"id":"W2018515518","doi":"10.1063/1.1757640","title":"Infrared-laser-induced periodic surface structure in azo-dye polymer","year":2004,"lang":"en","type":"article","venue":"Applied Physics Letters","topic":"Nonlinear Optical Materials Studies","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Infrared; Polymer; Materials science; Laser; 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"],"consensus_categories":[],"category_scores_codex":[0.00002886385,0.0002600028,0.0002810183,0.00003037708,0.00005118175,0.00004866147,0.000157406,0.00007398549,0.00002680939],"category_scores_gemma":[0.000002635863,0.0002687921,0.00004114482,0.0002259466,0.00005749188,0.00008083324,0.00005690961,0.0002446551,0.0001048935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001122376,"about_ca_system_score_gemma":0.00001343209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002608176,"about_ca_topic_score_gemma":0.000008987665,"domain_scores_codex":[0.9990004,0.000007469162,0.0002084535,0.0002273893,0.0001636243,0.0003926849],"domain_scores_gemma":[0.9996266,0.00002578095,0.00002462036,0.0002561955,0.000008509132,0.00005829486],"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":[0.000008061248,0.00001577147,0.00006958535,0.0000408488,0.00003330424,0.000007825426,0.0004640128,0.05557861,0.9418828,0.001477334,0.0001132212,0.0003086067],"study_design_scores_gemma":[0.0009534867,0.00001151485,0.001129023,0.00002574703,0.00001746556,0.000001267309,0.00008006585,0.0001467424,0.9955218,0.001495569,0.000151859,0.0004654416],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974987,0.00003102014,0.0001935052,0.0002293225,0.0002681376,0.0001888498,0.00003529823,0.0002141306,0.001341052],"genre_scores_gemma":[0.9976944,0.000005794964,0.001143239,0.0007705617,0.0002750206,0.00001458257,0.00002446452,0.00006566574,0.000006236584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05543187,"threshold_uncertainty_score":0.9999765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007217291742842891,"score_gpt":0.1957646352721661,"score_spread":0.1885473435293232,"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."}}