{"id":"W6910455807","doi":"10.4224/20377966","title":"Literature review on photoluminescent material used as a safety wayguidance system","year":2006,"lang":"en","type":"report","venue":"NPARC","topic":"","field":"","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photoluminescence; Materials testing; Biological safety; Systematic review","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002288298,0.001388785,0.002778789,0.0003361264,0.0001738765,0.0003214647,0.0008694794,0.001086353,0.001101433],"category_scores_gemma":[0.0004504164,0.00118208,0.0007687922,0.0009364256,0.00009497121,0.0001276575,0.0001852532,0.001139654,0.008956233],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00422674,"about_ca_system_score_gemma":0.0015999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001999724,"about_ca_topic_score_gemma":0.00004277104,"domain_scores_codex":[0.9909546,0.0005622932,0.002110422,0.001623085,0.003757686,0.0009919218],"domain_scores_gemma":[0.9939383,0.00006502063,0.00190343,0.002461815,0.001349316,0.000282122],"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":[0.0003210032,0.0001712018,0.00001835391,0.07366231,0.0001520981,0.002229131,0.00002628943,9.914223e-7,0.01013825,0.0002134838,0.9125763,0.0004906479],"study_design_scores_gemma":[0.0004674151,0.00009195021,0.00006347978,0.2392529,0.0003872889,0.001666584,0.000002015396,0.000005086868,0.002825481,0.000009602022,0.7543531,0.0008750518],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001344134,0.06765346,0.000002373827,0.0002169416,0.009160388,0.005938065,0.01352843,0.001486443,0.9006698],"genre_scores_gemma":[0.07456257,0.3793323,0.003351229,0.002796603,0.03645033,0.006462241,0.09520599,0.007932691,0.3939061],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5067637,"threshold_uncertainty_score":0.9998863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0212365661423287,"score_gpt":0.2831727593574049,"score_spread":0.2619361932150762,"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."}}