{"id":"W4392975536","doi":"10.1016/j.gmod.2024.101217","title":"DINA: Deformable INteraction Analogy","year":2024,"lang":"en","type":"article","venue":"Graphical Models","topic":"Robot Manipulation and Learning","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Analogy; Computer science; Philosophy; Epistemology","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":[],"consensus_categories":[],"category_scores_codex":[0.00005101044,0.00006521243,0.00006652365,0.0001471781,0.00003019935,0.00005307694,0.00003913671,0.00005629839,0.00009963023],"category_scores_gemma":[0.000003082601,0.00005957646,0.00005360002,0.0002363878,0.000009879448,0.0003054458,0.000008883691,0.0002269985,0.0001016538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002067795,"about_ca_system_score_gemma":0.000002914279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000903308,"about_ca_topic_score_gemma":0.000005855766,"domain_scores_codex":[0.9996005,0.000009659181,0.0001048499,0.00009266374,0.00006534227,0.0001270077],"domain_scores_gemma":[0.9998533,0.00002264554,0.000003866403,0.00006879408,0.00000863295,0.00004279495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000147411,0.000002208506,0.00003621253,0.0000269114,0.00001550907,0.000004995904,0.00008842003,0.9385337,0.0001919484,0.05676226,0.0006079368,0.003728387],"study_design_scores_gemma":[0.00003400677,0.000008087912,0.0002354081,0.00002213997,0.000005967462,0.00001021554,0.00001194445,0.9781653,0.00003034741,0.01555332,0.005852322,0.00007094886],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.073639,0.0005643318,0.8937061,0.0002154795,0.0008635013,0.00005502566,3.791019e-7,0.001045302,0.02991088],"genre_scores_gemma":[0.9994739,0.00005395521,0.0002018968,0.00003758262,0.00007099876,0.000006686641,0.000007190947,0.0000172502,0.000130481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.925835,"threshold_uncertainty_score":0.2429458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02778941246121292,"score_gpt":0.2446495736617823,"score_spread":0.2168601612005694,"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."}}