{"id":"W6891646867","doi":"10.4224/21274217","title":"Photoluminescent marking study: update and future work","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Key (lock); Troubleshooting; Interchangeability","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008508069,0.0005824344,0.001516757,0.002298295,0.001110486,0.003152618,0.002481118,0.002307644,0.01081847],"category_scores_gemma":[0.007834136,0.0003464737,0.001114844,0.002390099,0.001614302,0.004363447,0.0006854769,0.001093517,0.003000326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001706207,"about_ca_system_score_gemma":0.003044158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005303761,"about_ca_topic_score_gemma":0.006516878,"domain_scores_codex":[0.9985618,0.0004642111,0.0002760832,0.0003429792,0.0002520442,0.0001029967],"domain_scores_gemma":[0.9886566,0.0059013,0.0006746563,0.001206491,0.003320655,0.000240374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002536604,0.001558422,0.0213898,0.006403123,0.0004532268,0.002024092,0.0004980802,0.000200366,0.02778612,0.002150299,0.02461655,0.9103833],"study_design_scores_gemma":[0.0006466015,0.007171092,0.04312817,0.005716889,0.003824898,0.02290085,0.003141764,0.001523754,0.1068059,0.00595586,0.7988855,0.0002987063],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1256824,0.7505224,0.01488685,0.02519211,0.005481507,0.000613083,0.001969418,0.0006718441,0.07498056],"genre_scores_gemma":[0.3564534,0.5279049,0.04497426,0.02886049,0.005982439,0.0004670835,0.002748291,0.0004067901,0.03220245],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01081847,"threshold_uncertainty_score":0.04499555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008552386711637588,"score_gpt":0.2952423305985629,"score_spread":0.2866899438869253,"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."}}