{"id":"W2180563498","doi":"10.1149/ma2012-01/18/788","title":"Recent Advances in Integrated Optoelectronics and their Applications in Endomicroscopy and Distributed Environment Sensing","year":2012,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Environmental Monitoring and Data Management","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Endomicroscopy; Computer science; Nanotechnology; Materials science; Physics; 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":[0.0004274122,0.0001217596,0.0001165806,0.00005168351,0.00007832511,0.00003737386,0.00005218281,0.00003737618,0.00001292682],"category_scores_gemma":[0.00002872234,0.0001014111,0.000007443827,0.00008304124,0.00005476338,0.000251595,0.00002438139,0.0001557073,0.000009884224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000299738,"about_ca_system_score_gemma":0.00000492523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003800239,"about_ca_topic_score_gemma":0.0002807118,"domain_scores_codex":[0.9991677,0.00004480394,0.0001994506,0.0002016643,0.00007085162,0.0003155156],"domain_scores_gemma":[0.9995921,0.000148025,0.00006762507,0.0001027891,0.00000169097,0.00008774222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001843434,0.00004478517,0.8682127,0.00001716866,0.000004171215,0.000001806161,0.0002612017,0.01723446,0.001213387,0.000001803143,0.00000420619,0.1129858],"study_design_scores_gemma":[0.0003352548,0.00002901179,0.9398586,0.00005737216,0.000005091446,0.00000487568,0.001271702,0.001332614,0.005943243,0.00007806657,0.05091552,0.0001686913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815509,0.01638656,0.00006818099,0.00006128373,0.00006129825,0.0001924467,0.00005553854,0.00001462341,0.001609134],"genre_scores_gemma":[0.9867672,0.01162156,0.001311545,0.00001476582,0.00003122685,0.000002203754,0.0002430432,0.000003397847,0.000005114672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1128172,"threshold_uncertainty_score":0.4135424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008540720495095435,"score_gpt":0.2128743920314317,"score_spread":0.2043336715363362,"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."}}