{"id":"W2312968814","doi":"10.2351/1.4944449","title":"Photonic nanomanufacturing of high performance energy devices on flexible substrates","year":2016,"lang":"en","type":"article","venue":"Journal of Laser Applications","topic":"Nanomaterials and Printing Technologies","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Graphene; Nanotechnology; Optoelectronics; Femtosecond; Photonics; Laser; Optics","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":[0.00008805122,0.00007488015,0.0001402098,0.0001021167,0.00003002224,0.00001146355,0.0002122408,0.00004653105,0.00003832271],"category_scores_gemma":[0.000004131015,0.000048602,0.00003635296,0.00007960028,0.00002668952,0.000102513,0.00001610227,0.00004344271,0.000009545725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002629235,"about_ca_system_score_gemma":0.00001337881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000536573,"about_ca_topic_score_gemma":0.000003288508,"domain_scores_codex":[0.9994783,0.000004777884,0.000282413,0.00005388829,0.00008054541,0.0001000904],"domain_scores_gemma":[0.999588,0.00005564194,0.0001233057,0.0001638997,0.00004607321,0.00002308914],"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":[0.00004332925,0.00009538201,0.002811824,0.0001989693,0.0001452685,0.000002248278,0.00003591145,0.01449418,0.8860181,0.007030787,0.0004504893,0.0886735],"study_design_scores_gemma":[0.0001438893,0.00004922328,0.006151792,0.0000813198,0.000009548143,0.000008285997,0.000006079827,0.00004100433,0.9841245,0.001083337,0.008239405,0.00006161901],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967652,0.0001308094,0.00243425,0.00009675728,0.00007300438,0.00003625834,0.000006557554,0.00008459855,0.0003725541],"genre_scores_gemma":[0.9980129,0.0004607869,0.001394138,0.000007155201,0.00005719873,0.0000159538,4.525964e-7,0.00001148534,0.00003995791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09810638,"threshold_uncertainty_score":0.1981932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008684966744568466,"score_gpt":0.2025843545182151,"score_spread":0.1938993877736466,"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."}}