{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003435156,0.001059256,0.0006192479,0.002364792,0.004042184,0.01285827,0.001518992,0.003250544,0.04202295],"category_scores_gemma":[0.008706712,0.0008026873,0.00104623,0.001983922,0.007706039,0.007717592,0.004202555,0.004230117,0.01449571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005383385,"about_ca_system_score_gemma":0.008435941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009357711,"about_ca_topic_score_gemma":0.008795382,"domain_scores_codex":[0.994922,0.001210438,0.0002741487,0.0009350103,0.002100389,0.000558127],"domain_scores_gemma":[0.9959825,0.001078235,0.0003934872,0.0006772137,0.001458701,0.0004098079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000475985,0.00004496799,0.001524286,0.0002557047,0.0000311052,0.0002861728,0.002912632,0.0007276649,0.001546956,0.9210886,0.0160438,0.05549045],"study_design_scores_gemma":[0.00002469701,0.00004660543,0.002961159,0.0004203276,0.00004306303,0.0005122169,0.003449448,0.001272082,0.002063638,0.3242,0.6649335,0.0000732369],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.01846648,0.01043519,0.07286011,0.02125086,0.001840055,0.0001958732,0.0006321634,0.0004300251,0.8738891],"genre_scores_gemma":[0.5430851,0.01663561,0.08649603,0.004583902,0.001356574,0.0007890586,0.0009460624,0.0007363755,0.3453713],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04202295,"threshold_uncertainty_score":0.1405808,"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."}}