{"id":"W7055456668","doi":"","title":"A comprehensive study of virgin olive oil stability and its sequential changes over time: a dynamic perspective of spectroscopic parameters","year":2024,"lang":"en","type":"article","venue":"DIGITAL.CSIC (Spanish National Research Council (CSIC))","topic":"Mass Spectrometry Techniques and Applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Olive oil; Stability (learning theory); Perspective (graphical); Production (economics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0004372091,0.0003104332,0.0003955239,0.001068353,0.0002973282,0.0004301534,0.0002660022,0.0002607929,0.0008074213],"category_scores_gemma":[0.000333813,0.0001130876,0.0003325944,0.00110463,0.0001995628,0.0004046578,0.0003147895,0.000260607,0.0003180444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005327505,"about_ca_system_score_gemma":0.0005437953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01254177,"about_ca_topic_score_gemma":0.0115164,"domain_scores_codex":[0.9998497,0.000009900606,0.000005679023,0.00004956558,0.00006248258,0.00002261308],"domain_scores_gemma":[0.999767,0.00002712302,0.00004089385,0.00002931088,0.0001158002,0.00001984775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003193451,0.00006128017,0.01698423,0.000139363,0.0001106424,0.0001101327,0.000115494,0.001140416,0.9326947,0.0002246239,0.0004610975,0.04763871],"study_design_scores_gemma":[0.00001545006,0.0007792962,0.3274703,0.00004539531,0.0003210455,0.0008789992,0.0003732755,0.01416861,0.6379868,0.0005451757,0.01730726,0.0001084736],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745169,0.006443512,0.01255018,0.00008362459,0.00002280799,0.00003721237,0.002571485,0.0001639521,0.003610333],"genre_scores_gemma":[0.9890258,0.002305546,0.004364972,0.00003881148,0.0000137212,0.00002334625,0.001506357,0.00004485196,0.002676549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01254177,"threshold_uncertainty_score":0.02493751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1160305786095939,"score_gpt":0.3752162727370727,"score_spread":0.2591856941274788,"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."}}