{"id":"W4240586858","doi":"10.1515/iupac.76.0617","title":"Radiationless Transition","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"","keywords":"Photothermal therapy; Optics; Photothermal spectroscopy; Materials science; Photothermal effect; Optoelectronics; Nanotechnology; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000187206,0.0003109715,0.0003347492,0.0002318867,0.00005455231,0.00002978212,0.0002210239,0.0003805105,0.001324418],"category_scores_gemma":[0.00002026443,0.0002645069,0.0001474079,0.0001525388,0.00005353953,0.00007233124,0.00001110648,0.0003191828,3.012481e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001703055,"about_ca_system_score_gemma":0.00007758729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002479639,"about_ca_topic_score_gemma":0.00008587355,"domain_scores_codex":[0.9988383,0.00002889262,0.0002811675,0.0002042346,0.000395029,0.000252383],"domain_scores_gemma":[0.999296,0.00004616807,0.0000498458,0.0004176014,0.0001019391,0.00008841948],"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":[0.00002225637,0.0000293095,1.698644e-7,0.0001977652,0.00007707906,0.00001441973,0.00002156047,0.00006617668,0.0001121628,0.000004792859,0.9916321,0.007822176],"study_design_scores_gemma":[0.0002822647,0.00004848333,0.00001069254,0.0002780523,0.00008747906,0.000007657071,0.000006894939,0.00008247099,0.0002398566,0.0003138683,0.9982909,0.0003513981],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00007045319,0.0007336476,0.01781224,0.00005244925,0.0006108417,0.0002190276,0.979825,0.0006489451,0.00002745216],"genre_scores_gemma":[0.0004525647,0.001786733,0.0000431629,0.00006742265,0.0006037868,0.00002891844,0.996955,0.00004875817,0.00001369767],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01776908,"threshold_uncertainty_score":0.9999807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006551025067438738,"score_gpt":0.3207687443183888,"score_spread":0.31421771925095,"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."}}