{"id":"W4235248549","doi":"10.1002/rcm.1935","title":"Preface","year":2005,"lang":"en","type":"article","venue":"Rapid Communications in Mass Spectrometry","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001790717,0.0009515138,0.0007911538,0.002254361,0.003200463,0.004644389,0.001752212,0.00174037,0.566784],"category_scores_gemma":[0.010128,0.0003471839,0.0006431006,0.002107169,0.0008160826,0.003805748,0.002958149,0.003073347,0.4225703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002089684,"about_ca_system_score_gemma":0.003051279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003604853,"about_ca_topic_score_gemma":0.004053789,"domain_scores_codex":[0.9986209,0.0002136435,0.0001078545,0.0002930313,0.0006218707,0.0001427326],"domain_scores_gemma":[0.9961579,0.0006012392,0.0001475625,0.0004456238,0.002012271,0.0006353695],"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":[0.00003636891,0.00001814734,0.0001448772,0.0001124074,0.000002421572,0.00005990881,0.0001662,0.00004006414,0.0001049387,0.005680938,0.9559662,0.03766762],"study_design_scores_gemma":[0.000002765795,0.000009116019,0.0001822887,0.00006670844,9.537997e-7,0.00004651633,0.0001034455,0.00001252234,0.00003931165,0.001062964,0.9984706,0.000002784888],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001884482,0.007127642,0.005237364,0.0229754,0.08244549,0.0006080291,0.01552162,0.002013284,0.8621867],"genre_scores_gemma":[0.006903435,0.004082755,0.002645983,0.006329401,0.01017826,0.0003581273,0.01365546,0.001066395,0.9547802],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.433216,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526680326181158,"score_gpt":0.2728173929946047,"score_spread":0.2575505897327932,"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."}}