{"id":"W2313722053","doi":"10.1021/nl400975u","title":"Looking Inside a Working SiLED","year":2013,"lang":"en","type":"article","venue":"Nano Letters","topic":"Quantum Dots Synthesis And Properties","field":"Materials Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Transmission electron microscopy; Degradation (telecommunications); Electroluminescence; Materials science; Silicon; Spectroscopy; Diode; Optoelectronics; Electron energy loss spectroscopy; Chemical engineering; Nanotechnology; Computer science; 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":["insufficient_payload"],"category_scores_codex":[0.0002150495,0.0001145273,0.0001464302,0.00005199841,0.0001362046,0.0002269638,0.0002118321,0.00003931964,0.002213982],"category_scores_gemma":[0.00005243441,0.00008569704,0.00004815642,0.00007496644,0.00007034458,0.0002335532,0.00005812996,0.00005133685,0.002563065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003022103,"about_ca_system_score_gemma":0.00001261836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002700752,"about_ca_topic_score_gemma":0.00000732591,"domain_scores_codex":[0.9990156,0.00007224485,0.0001933004,0.0002164925,0.0001927335,0.0003095865],"domain_scores_gemma":[0.9995553,0.00008563052,0.00006588845,0.0002229228,0.00001937481,0.00005080721],"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":[0.000004277121,0.000007178495,0.0006682161,0.000007065649,0.000002997306,0.000003749872,0.000374954,0.00001562385,0.9888939,0.00009200834,0.005543164,0.004386859],"study_design_scores_gemma":[0.0001645827,0.0000174988,0.002262327,0.0001092025,0.000008665654,0.000007497846,0.0001326457,0.00007777349,0.9797252,0.0001713221,0.01707397,0.0002492821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927078,0.000208614,0.0001198554,0.003409983,0.0004266925,0.0001283575,4.899288e-7,0.0001090098,0.002889164],"genre_scores_gemma":[0.9929957,0.000006545334,0.001039339,0.005575356,0.0001714996,0.00003862346,4.582345e-7,0.00001743042,0.0001550807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01153081,"threshold_uncertainty_score":0.9986981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891435256903034,"score_gpt":0.2057972486880871,"score_spread":0.1868828961190567,"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."}}