{"id":"W2766505605","doi":"10.1364/oe.25.028838","title":"Manufacturing with light - micro-assembly of opto-electronic microstructures","year":2017,"lang":"en","type":"article","venue":"Optics Express","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Engineering and Physical Sciences Research Council","keywords":"Optics; Materials science; Microstructure; Optoelectronics; Physics; 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":[0.00004741032,0.0001954281,0.0002217373,0.00006108537,0.0001571475,0.0001052358,0.0005385307,0.0001478671,0.000006782957],"category_scores_gemma":[0.0000113088,0.0001564401,0.00004485665,0.00002069626,0.0001347944,0.0001047215,0.00013013,0.0002083531,0.00000495067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003337968,"about_ca_system_score_gemma":0.00001616229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001611105,"about_ca_topic_score_gemma":0.000006071232,"domain_scores_codex":[0.9991885,0.000004580529,0.0001588089,0.0001773245,0.0001037182,0.0003670789],"domain_scores_gemma":[0.9990795,0.00001354737,0.00008382309,0.0007595478,0.00003060581,0.00003295127],"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":[0.00001406076,0.000007872626,0.0001369789,0.00007032215,0.00004903816,0.00001012823,0.00007261782,0.00009537921,0.9957176,0.0003001511,0.001157368,0.002368487],"study_design_scores_gemma":[0.000249676,0.00004260321,0.000544999,0.00007919027,0.00002265252,0.00002746333,0.00005173676,0.000113073,0.9863102,0.0001938239,0.0121539,0.0002106564],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946874,0.0009617228,0.001428538,0.00008358793,0.0001466179,0.0001011804,0.00001186257,0.0002640338,0.002314998],"genre_scores_gemma":[0.9896556,0.0003776172,0.009705762,0.000006798467,0.00004188678,0.000002821407,0.000003486669,0.00003749056,0.0001684989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01099653,"threshold_uncertainty_score":0.6379443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006280827135339435,"score_gpt":0.2024465669198111,"score_spread":0.1961657397844717,"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."}}