{"id":"W2078772244","doi":"10.1364/cleo_si.2013.cth1j.4","title":"Direct-Write Laser Scanning Holography for Size-Scalable 3D Photonic Crystal Integrated Optofluidics","year":2013,"lang":"en","type":"article","venue":"","topic":"Photonic Crystals and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Optofluidics; Holography; Photonic crystal; Photonics; Laser; Optics; Scalability; Materials science; Chip; Optoelectronics; Biophotonics; Computer science; Microfluidics; Nanotechnology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001175139,0.0002216739,0.000254316,0.0000565503,0.0002425113,0.0001522802,0.0002161516,0.00005921629,0.005146312],"category_scores_gemma":[0.000007934907,0.0001864602,0.0002070846,0.0003497103,0.00008050764,0.0002031677,0.0000588377,0.0001364475,0.00009009485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002082897,"about_ca_system_score_gemma":0.000070077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001047302,"about_ca_topic_score_gemma":0.000008638081,"domain_scores_codex":[0.9987602,0.00001698341,0.0002863673,0.0003726759,0.0001044048,0.0004593987],"domain_scores_gemma":[0.9990883,0.0001659316,0.00008787088,0.0003429336,0.0001642924,0.0001506535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005309018,0.001249632,0.01560762,0.00006051412,0.0005997991,9.204282e-7,0.0004176093,0.0002929485,0.7152969,0.02157513,0.2219061,0.02293979],"study_design_scores_gemma":[0.002501241,0.0001859663,0.00232166,0.00007292633,0.0001349544,0.000001936128,0.002010629,0.01832502,0.3061165,0.00752295,0.6596578,0.001148468],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8239744,0.0001103888,0.0336418,0.0003609072,0.000115669,0.001644276,0.0003551129,0.0002310124,0.1395665],"genre_scores_gemma":[0.9845635,0.000006973882,0.007715674,0.0001725512,0.00009930306,0.001226611,0.0001487892,0.00003532611,0.006031266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4377517,"threshold_uncertainty_score":0.9957631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008405684027242745,"score_gpt":0.2390080211998604,"score_spread":0.2306023371726177,"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."}}