{"id":"W7061189938","doi":"","title":"Polymer light emitting materials and devices","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Gyrotron and Vacuum Electronics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001613996,0.00007850997,0.0001009801,0.00002940044,0.00009865793,0.00007879092,0.00006397952,0.00001986991,0.004176882],"category_scores_gemma":[0.000003793391,0.00006725863,0.00002065304,0.00006080272,0.000015025,0.00005991872,0.00002560664,0.00008129553,0.00006542246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006478763,"about_ca_system_score_gemma":0.00003926929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002112762,"about_ca_topic_score_gemma":0.00000141135,"domain_scores_codex":[0.9993237,0.00005442858,0.00009945211,0.0001435703,0.00009093465,0.0002878959],"domain_scores_gemma":[0.9997579,0.00002217971,0.00002770444,0.0001046794,0.00001902014,0.00006848805],"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":[0.000003925328,0.00002840294,0.01368121,0.000008977892,0.00002855211,5.626466e-7,0.00009489771,6.386616e-8,0.6553839,0.3246633,0.0009875145,0.005118586],"study_design_scores_gemma":[0.0002789575,0.00002361668,0.0005679393,0.000008714424,0.000006731426,0.000001178573,0.0001361044,0.000009978766,0.9570438,0.008859847,0.03294847,0.0001147097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8546949,0.0001554569,0.0001015269,0.0004126854,0.00004204145,0.00007666184,0.000004332599,0.00001321911,0.1444992],"genre_scores_gemma":[0.9967369,0.000003296985,0.0002094301,0.00004070418,0.00007809676,0.00001389851,0.000003415432,0.00001086709,0.002903374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3158035,"threshold_uncertainty_score":0.9967334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158233087551241,"score_gpt":0.272398098073082,"score_spread":0.2608157671975695,"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."}}