{"id":"W2044996422","doi":"10.1039/c4an02036g","title":"Spectropathology for the next generation: Quo vadis?","year":2015,"lang":"en","type":"review","venue":"The Analyst","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Engineering and Physical Sciences Research Council; National Institute for Health and Care Research","keywords":"Status quo; Nanotechnology; Data science; Field (mathematics); Computer science; Political science; Engineering ethics; Materials science; Engineering; Law; Mathematics","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":[0.000909331,0.0002507011,0.00054395,0.00003783696,0.0001750033,0.0000596142,0.001127856,0.0003536818,0.0001008439],"category_scores_gemma":[0.0002127264,0.0001121383,0.000506478,0.0002295385,0.0003768632,0.000001457611,0.0003014899,0.000324376,0.00003387577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005155267,"about_ca_system_score_gemma":0.0002576026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001025037,"about_ca_topic_score_gemma":0.00001183261,"domain_scores_codex":[0.9985187,0.0001606883,0.0003287325,0.0004002998,0.0002440721,0.0003475186],"domain_scores_gemma":[0.9985919,0.0001095244,0.000138236,0.000948048,0.0001176624,0.00009465666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000026884,0.00005473657,4.969241e-7,0.0006442518,0.000508394,0.000005370022,0.000009222478,2.978393e-7,0.006937803,0.001216364,0.3499449,0.6406512],"study_design_scores_gemma":[0.00006523613,0.0001547305,5.99233e-8,0.00007165629,0.0004531774,0.0000440659,0.000006974416,0.00003426248,0.001347782,0.000249308,0.9974258,0.0001469746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005738182,0.9915513,0.005712351,0.0005355433,0.0001349442,0.0006070323,0.00004760472,0.00001495637,0.001390516],"genre_scores_gemma":[0.00001884981,0.9903192,0.0004341901,0.0002539474,0.002915144,0.0004645535,0.0006668355,0.00003472019,0.004892586],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6474808,"threshold_uncertainty_score":0.4572867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2221867117015905,"score_gpt":0.4540533610354007,"score_spread":0.2318666493338102,"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."}}