{"id":"W7044218315","doi":"","title":"患者由来オルガノイドを用いた膵癌サブタイプの判別と臨床予後予測","year":2024,"lang":"ja","type":"dissertation","venue":"Kyushu University Institutional Repository (QIR) (Kyushu University)","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Japan Society for the Promotion of Science; Institute of Genetics; Mochida Memorial Foundation for Medical and Pharmaceutical Research; Pancreas Research Foundation of Japan","keywords":"Process (computing); Identification (biology); Product (mathematics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0002180552,0.001498793,0.00118825,0.003181305,0.003063364,0.0002001338,0.002139378,0.002739708,0.000470471],"category_scores_gemma":[0.00006108289,0.00205557,0.001086371,0.002649584,0.001439047,0.001747859,0.0004645247,0.003120053,0.001467755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003511533,"about_ca_system_score_gemma":0.002309863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001641492,"about_ca_topic_score_gemma":0.001131216,"domain_scores_codex":[0.9948714,0.0002574751,0.00072169,0.001929797,0.0009854941,0.001234152],"domain_scores_gemma":[0.9970537,0.0002248369,0.0003242652,0.001226261,0.0005733239,0.0005975441],"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":[0.001484116,0.0005213467,0.0005207861,0.002286924,0.003314749,0.04009879,0.004374989,0.02253864,0.00369206,0.9084768,0.01178331,0.0009075489],"study_design_scores_gemma":[0.003632108,0.0005405823,0.002696238,0.002746023,0.003701475,0.0009963692,0.05127162,0.006929874,0.00213909,0.003331526,0.9174759,0.004539221],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2332694,0.00316913,0.0009269263,0.0002500887,0.007809508,0.0007871808,0.0005840098,0.00219949,0.7510043],"genre_scores_gemma":[0.7685373,0.002134128,0.0006265464,0.00002685722,0.0004852653,0.000001257679,0.001437043,0.0001111832,0.2266404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9056926,"threshold_uncertainty_score":0.9997761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006335042185383195,"score_gpt":0.1731516996832295,"score_spread":0.1668166574978463,"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."}}