{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004455379,0.000157635,0.0002539312,0.00002103149,0.002030448,0.0002640167,0.002054042,0.0001317639,0.0002236446],"category_scores_gemma":[0.001452979,0.00005239415,0.0003325185,0.003993668,0.00235032,0.0002053396,0.0009745164,0.0002231819,0.00001586877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004181179,"about_ca_system_score_gemma":0.00008869865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000114089,"about_ca_topic_score_gemma":0.0001304134,"domain_scores_codex":[0.9967998,0.00002106286,0.0004078812,0.0006227965,0.001631211,0.0005172135],"domain_scores_gemma":[0.9990535,0.0003373573,0.0001354503,0.00006174326,0.0002318047,0.000180109],"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":[0.00003865339,0.0005262995,0.08692516,0.0002642218,0.000165787,4.035566e-7,0.006329136,0.00001179631,0.3055428,0.07650402,0.3935511,0.1301407],"study_design_scores_gemma":[0.0007517386,0.0007064441,0.2913229,0.002247673,0.0001589217,0.00001186812,0.0506648,0.001526509,0.1272099,0.06716894,0.4569408,0.001289515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9022108,0.0002962102,0.000005568499,0.08556653,0.001114593,0.0002697367,0.000009973761,0.00006090704,0.01046566],"genre_scores_gemma":[0.9942384,0.00002598982,0.0004182299,0.002191452,0.0001345359,0.00002035049,9.230021e-7,6.073821e-7,0.002969542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2043977,"threshold_uncertainty_score":0.9992688,"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."}}