{"id":"W2081239921","doi":"10.1007/s00216-011-5474-5","title":"Plato’s elements challenge","year":2012,"lang":"en","type":"article","venue":"Analytical and Bioanalytical Chemistry","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Medical laboratory; Analytical Chemistry (journal); Environmental chemistry; Engineering; Management science; Chemistry; Biochemical engineering; Medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002907286,0.0007043747,0.0007161478,0.0008691777,0.004929251,0.004618352,0.001232283,0.003422345,0.02750011],"category_scores_gemma":[0.007775671,0.0003496554,0.0005979574,0.0006640399,0.01347591,0.01005459,0.004686902,0.009683637,0.008247522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00247824,"about_ca_system_score_gemma":0.002904586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002298404,"about_ca_topic_score_gemma":0.002005568,"domain_scores_codex":[0.9979322,0.0005502935,0.0000708556,0.0004380261,0.0007777215,0.0002308266],"domain_scores_gemma":[0.9983854,0.0007171659,0.00006893185,0.0003490351,0.0002634469,0.000215936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007512476,0.000004629478,0.00001273791,0.000009110841,0.000001565701,0.000006884901,0.00009037246,0.00005187897,0.00001897537,0.9743799,0.02101254,0.004403898],"study_design_scores_gemma":[0.000007909733,0.000002989955,0.00001490803,0.00001391629,9.882701e-7,0.00001161039,0.00003873268,0.00008382774,0.00005015044,0.8985108,0.1012605,0.000003716179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005096004,0.003137148,0.02930462,0.2066583,0.01341127,0.00004324605,0.0005103321,0.000378313,0.7414608],"genre_scores_gemma":[0.4570419,0.006066232,0.02968795,0.07317268,0.02187927,0.000452067,0.0007700568,0.001674954,0.4092548],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02750011,"threshold_uncertainty_score":0.09199709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02286518529471323,"score_gpt":0.2690672901090844,"score_spread":0.2462021048143711,"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."}}