{"id":"W1984271766","doi":"10.1080/08940880008261098","title":"The impact of infrared synchrotron radiation in biology: Past, present and future","year":2000,"lang":"en","type":"article","venue":"Synchrotron Radiation News","topic":"Near-Field Optical Microscopy","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Institute for Biodiagnostics","funders":"","keywords":"Synchrotron radiation; Infrared; Synchrotron; Optics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001370803,0.0001820049,0.0002198026,0.00009527112,0.00006311276,0.00004472761,0.0001358562,0.0001713755,0.000309169],"category_scores_gemma":[0.00001531293,0.000139944,0.00007567202,0.0002409533,0.00007163307,0.0001833507,0.00001420556,0.0002161644,0.00002760111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001965445,"about_ca_system_score_gemma":0.00003735398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001815546,"about_ca_topic_score_gemma":0.00001864913,"domain_scores_codex":[0.998937,0.00008615471,0.0003733286,0.0001874921,0.00009732491,0.0003186826],"domain_scores_gemma":[0.9994206,0.0001383623,0.00005891323,0.0002794741,0.00001959159,0.00008305867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001270738,0.00006172389,0.02518904,0.00006075322,0.000117966,0.000002086492,0.0007634294,0.04194812,0.02100358,0.000609732,0.01418961,0.8959269],"study_design_scores_gemma":[0.004198683,0.0007462831,0.6408771,0.00007189393,0.00004909635,0.00001374759,0.0002120514,0.1538233,0.01289825,0.002989001,0.1832491,0.0008714895],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901689,0.00441805,0.0001823024,0.0007564306,0.0002341884,0.000649541,0.0000250691,0.00009403087,0.003471504],"genre_scores_gemma":[0.996057,0.002678721,0.0002272175,0.00002176242,0.0008252428,0.00005596144,0.00002707169,0.00002596955,0.00008099248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8950554,"threshold_uncertainty_score":0.570675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003606816888896211,"score_gpt":0.2554273841471436,"score_spread":0.2518205672582474,"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."}}