{"id":"W2965039280","doi":"","title":"Statistical deconvolution of mass spectra from complex polyol esters","year":2002,"lang":"en","type":"article","venue":"TeesRep (Teesside University)","topic":"Analytical Chemistry and Chromatography","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Deconvolution; Polyol; Chemistry; Mass spectrum; Statistical analysis; Mass spectrometry; Chromatography; Mathematics; Organic chemistry; Statistics","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":[0.001290308,0.0006811928,0.0004807686,0.001372186,0.0002770469,0.0005377792,0.0005903426,0.0004331444,0.004047778],"category_scores_gemma":[0.003304115,0.0002778092,0.0005307923,0.001534567,0.0005362299,0.0008231893,0.0004850798,0.0008846847,0.001097957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004990152,"about_ca_system_score_gemma":0.000485828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005815837,"about_ca_topic_score_gemma":0.0005348746,"domain_scores_codex":[0.9995363,0.00005418693,0.00003236374,0.00011781,0.0002159208,0.00004339665],"domain_scores_gemma":[0.9982443,0.0006158193,0.0002035086,0.00024593,0.0006351612,0.00005536547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006960029,0.00008771688,0.002628107,0.0003395245,0.0001296467,0.000139043,0.0001604697,0.004763266,0.9223933,0.001501398,0.0008065255,0.066355],"study_design_scores_gemma":[0.00002553732,0.0001799078,0.01401553,0.00001461576,0.0000747375,0.0004521526,0.00009255291,0.09635764,0.8821715,0.001869714,0.004682574,0.00006358248],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4959317,0.001018362,0.4949655,0.0001956148,0.00008924853,0.0001717094,0.001895364,0.002934502,0.002797955],"genre_scores_gemma":[0.7226274,0.001690586,0.2661288,0.000166558,0.000054563,0.0003764963,0.00339729,0.001236657,0.004321544],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004047778,"threshold_uncertainty_score":0.01354116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01874552077778674,"score_gpt":0.1906581411809723,"score_spread":0.1719126204031855,"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."}}