{"id":"W4414834106","doi":"10.11603/mie.1996-1960.2024.3-4.15458","title":"ПЕРСПЕКТИВИ, ВИКЛИКИ ТА НОВІ ПАРАДИГМИ ПРЕДИКТИВНОЇ МЕДИЦИНИ","year":2025,"lang":"uk","type":"article","venue":"Medical Informatics and Engineering","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Debiopharm Group (Canada)","funders":"","keywords":"Field (mathematics); Work (physics); Natural (archaeology)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003278633,0.0003828555,0.000371733,0.0001551865,0.0001917522,0.0001596203,0.000309506,0.0005893348,0.000221255],"category_scores_gemma":[0.0005615355,0.0003512256,0.0001697453,0.0002357522,0.0001247671,0.00002128172,0.000508734,0.000428889,0.00003207055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003134111,"about_ca_system_score_gemma":0.0003101169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003909407,"about_ca_topic_score_gemma":0.000009731855,"domain_scores_codex":[0.9980614,0.00002500971,0.0007249974,0.0002526567,0.0003795545,0.0005564279],"domain_scores_gemma":[0.998807,0.0000681926,0.0001077613,0.0004222,0.00008727577,0.0005075346],"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":[0.0005823867,0.001568987,0.009917238,0.01913267,0.004102334,0.000183168,0.003308936,0.02540267,0.05405933,0.03109369,0.580477,0.2701716],"study_design_scores_gemma":[0.002156273,0.0006022156,0.001303069,0.002929411,0.0002364414,0.0000843466,0.0006331017,0.2551386,0.01197124,0.0002565073,0.723335,0.001353826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8144785,0.0267983,0.1052002,0.001554828,0.007136501,0.0008773717,0.0001545151,0.0002433095,0.04355646],"genre_scores_gemma":[0.9883745,0.005874612,0.00118572,0.001961912,0.0005650849,0.00004279458,0.00008680818,0.00003705686,0.001871505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2688178,"threshold_uncertainty_score":0.999894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002682238595953682,"score_gpt":0.2271707476127009,"score_spread":0.2244885090167472,"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."}}