{"id":"W2081442732","doi":"10.4155/bio.09.36","title":"Society Spotlight: Spotlight on the Calibration and Validation Group","year":2009,"lang":"en","type":"article","venue":"Bioanalysis","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vale (Canada)","funders":"","keywords":"Government (linguistics); Calibration; Focus group; Business; Engineering management; Public relations; Political science; Engineering; Marketing; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.07968905,0.002087399,0.001643086,0.004105238,0.008367411,0.01428855,0.004737165,0.01797672,0.06744061],"category_scores_gemma":[0.05973893,0.001293943,0.001569905,0.003278521,0.006663671,0.01009373,0.0106735,0.01565701,0.069351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006367832,"about_ca_system_score_gemma":0.06131827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01211357,"about_ca_topic_score_gemma":0.01499781,"domain_scores_codex":[0.9522659,0.01259877,0.00192435,0.003288003,0.02389951,0.006023474],"domain_scores_gemma":[0.754323,0.01696729,0.006176298,0.01429256,0.1386172,0.06962366],"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":[0.0000593889,0.00009769591,0.0004442278,0.00011661,0.000005485198,0.00006941174,0.0001209611,0.00007922891,0.0007768748,0.00630235,0.9286823,0.06324538],"study_design_scores_gemma":[0.00002143911,0.00008358801,0.0006876754,0.0001767475,0.000004516369,0.00006884293,0.0002505818,0.0001369782,0.0003751453,0.00299556,0.9951766,0.00002237579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002408789,0.0187417,0.0163786,0.7178915,0.1478747,0.000589139,0.000730844,0.001882851,0.09350197],"genre_scores_gemma":[0.04279275,0.03046792,0.03126642,0.2625812,0.09851895,0.001430221,0.006171197,0.003399794,0.5233715],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07968905,"threshold_uncertainty_score":0.421441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009013975529829516,"score_gpt":0.224106616167928,"score_spread":0.2150926406380985,"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."}}