{"id":"W4406365662","doi":"10.2139/ssrn.5097096","title":"Lifelong Scene Graph Generation","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Multimodal Machine Learning Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Graph; Computer science; Theoretical computer science","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001857885,0.0003063292,0.000289331,0.0004302301,0.0004551577,0.0004763663,0.002246864,0.0002570042,0.000006926654],"category_scores_gemma":[0.0001041415,0.000305542,0.0002421207,0.0004259931,0.00002989857,0.0001989615,0.000893577,0.006830833,0.00004009917],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001068019,"about_ca_system_score_gemma":0.00597372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000588274,"about_ca_topic_score_gemma":0.0004395164,"domain_scores_codex":[0.996477,0.000245244,0.0004666959,0.0006496925,0.0004152814,0.001746088],"domain_scores_gemma":[0.9982277,0.00005753074,0.0004133099,0.0009612213,0.0002295549,0.0001107569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003555724,0.00008073745,0.00113403,0.0000200507,0.0002106978,0.000002312124,0.0001764909,0.02101599,0.0002731142,0.7979024,0.0004556227,0.178725],"study_design_scores_gemma":[0.000361667,0.00007295751,0.001881676,0.00007609299,0.00005023987,0.0001613336,0.00002068073,0.3239671,0.0001607274,0.6712623,0.001522243,0.0004629018],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01803092,0.002835577,0.9699547,0.006476979,0.000959283,0.0002764622,0.000003766701,0.0002324347,0.001229909],"genre_scores_gemma":[0.948516,0.003875391,0.04396011,0.0004371409,0.001294294,0.000077803,0.00003673676,0.00002393114,0.00177862],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9304851,"threshold_uncertainty_score":0.9999397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371036810080594,"score_gpt":0.2839554494449286,"score_spread":0.2702450813441226,"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."}}