{"id":"W2138001907","doi":"10.1109/icton.2012.6254391","title":"ESSenTIAL: EPIXfab services specifically targeting (SME) industrial takeup of advanced silicon photonics","year":2012,"lang":"en","type":"article","venue":"","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"CMC Microsystems (Canada)","funders":"European Commission","keywords":"Silicon photonics; Context (archaeology); Standardization; Benchmarking; Photonics; Maturity (psychological); Computer science; Manufacturing engineering; Engineering management; Engineering; Business; Materials science; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003771283,0.001266914,0.0004571568,0.001902321,0.001522564,0.00328576,0.001351015,0.002427445,0.4445026],"category_scores_gemma":[0.008562495,0.0006706694,0.0003892005,0.001030773,0.0005429392,0.004018614,0.003716933,0.001359133,0.2345182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140936,"about_ca_system_score_gemma":0.003778067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002866191,"about_ca_topic_score_gemma":0.003172739,"domain_scores_codex":[0.9977564,0.0003749611,0.0001017662,0.0001955055,0.0009895192,0.0005818337],"domain_scores_gemma":[0.9899559,0.001082656,0.000681051,0.001397891,0.0040825,0.00279996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004628978,0.0001522358,0.001844714,0.0002002907,0.000005548181,0.0005537126,0.000315301,0.0001365197,0.007564609,0.005069248,0.8482609,0.135434],"study_design_scores_gemma":[0.00004575797,0.00007903291,0.002456798,0.00006200826,0.000003860827,0.0009190962,0.0001963342,0.0007911642,0.00377748,0.001180804,0.9904643,0.00002327755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02305329,0.002328201,0.03959023,0.0181772,0.003051105,0.001144642,0.01061242,0.07786361,0.8241794],"genre_scores_gemma":[0.07697053,0.0009169587,0.02279976,0.004808316,0.00096934,0.0004204949,0.01203953,0.007786913,0.8732882],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4445026,"threshold_uncertainty_score":0.7923497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341245518116314,"score_gpt":0.225204453016109,"score_spread":0.2117919978349459,"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."}}