{"id":"W4411730312","doi":"10.25040/ntsh2025.01.02","title":"LOOKING AHEAD TO 2026","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Shevchenko Scientific Society Medical Sciences","topic":"Food Quality and Safety Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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":[0.005303145,0.001082424,0.00113038,0.001945073,0.004055555,0.01288362,0.002049705,0.0116227,0.1513862],"category_scores_gemma":[0.0203678,0.0002957453,0.001422728,0.001649421,0.001930887,0.01304827,0.005876855,0.01141662,0.1122847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002892084,"about_ca_system_score_gemma":0.01238683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002118455,"about_ca_topic_score_gemma":0.004329382,"domain_scores_codex":[0.9953777,0.0009627516,0.0003612757,0.0004539172,0.00154822,0.001296143],"domain_scores_gemma":[0.9837757,0.001455628,0.000879231,0.0003972944,0.004966408,0.00852577],"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":[0.00002502317,0.00002585007,0.0002353425,0.0003057773,0.000009434685,0.0001721781,0.0002043352,0.00002774722,0.0001706205,0.006262586,0.9540054,0.03855581],"study_design_scores_gemma":[0.000006444227,0.00002777029,0.000387224,0.0004519497,0.000007457661,0.0001996593,0.0006896439,0.00001863584,0.0000680063,0.003497778,0.9946281,0.00001736424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0007693807,0.02749681,0.000910538,0.7200577,0.2073365,0.00005469682,0.001263331,0.0006121972,0.04149878],"genre_scores_gemma":[0.01584894,0.05529011,0.00423876,0.6526339,0.09904548,0.0002290023,0.003342237,0.0007988272,0.1685728],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1513862,"threshold_uncertainty_score":0.5064373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03839305703210981,"score_gpt":0.2870919446320438,"score_spread":0.248698887599934,"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."}}