{"id":"W4391453398","doi":"10.2139/ssrn.4713336","title":"Dina: Deformable Interaction Analogy","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Analogy; Computer science; Epistemology; Philosophy","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004073729,0.0002280904,0.0002046148,0.0002727909,0.00007101826,0.0001000616,0.0002253413,0.0001581841,0.00002696173],"category_scores_gemma":[0.000006701825,0.0002056915,0.0001845501,0.0001067617,0.00001248502,0.00005874352,0.0001432349,0.00664297,0.0001755442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00134284,"about_ca_system_score_gemma":0.0009192589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001812439,"about_ca_topic_score_gemma":0.0001790703,"domain_scores_codex":[0.9981542,0.00003289471,0.0002746717,0.0001698176,0.0001746389,0.001193803],"domain_scores_gemma":[0.9996992,0.00003021901,0.00005369384,0.0001208425,0.0000409698,0.00005506428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001945169,0.00001086851,0.00001231456,0.0001194287,0.0007627182,0.00002048042,0.0002252958,0.8614115,0.0001066159,0.04938716,0.001392268,0.08653196],"study_design_scores_gemma":[0.00007843356,0.00006445203,0.00002602474,0.00008651442,0.00007397967,0.001041984,0.0001069221,0.1049525,0.00006071302,0.8898819,0.003419279,0.0002073027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.155916,0.03691015,0.7729661,0.0007581615,0.007017419,0.0002919429,0.00001318288,0.0007670188,0.02536008],"genre_scores_gemma":[0.9946786,0.003263068,0.0002164949,0.00003020126,0.0009594122,0.00001220841,0.00002340409,0.00005959855,0.0007569876],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8404948,"threshold_uncertainty_score":0.9956487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006271294404806063,"score_gpt":0.2254572542656915,"score_spread":0.2191859598608854,"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."}}