{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000380842,0.0008490332,0.001056624,0.001063031,0.00128504,0.00206073,0.001889825,0.001822292,0.04688634],"category_scores_gemma":[0.001574418,0.0004378627,0.0008756867,0.0007736679,0.001355043,0.002643551,0.003874103,0.002638524,0.007547934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006996401,"about_ca_system_score_gemma":0.0003844771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000807589,"about_ca_topic_score_gemma":0.0006928371,"domain_scores_codex":[0.999459,0.0001291797,0.00001725462,0.0001153654,0.0002380192,0.00004111969],"domain_scores_gemma":[0.9997057,0.00008231199,0.00001735639,0.0001127393,0.00004161864,0.00004018535],"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":[0.00002888689,0.00001882793,0.00004718824,0.00005126844,0.000007792416,0.00006492649,0.00009109254,0.005287639,0.001404711,0.9654574,0.007260512,0.02027977],"study_design_scores_gemma":[0.00002157209,0.0000148818,0.00008922066,0.0000163096,0.000006297433,0.0001255163,0.00003890906,0.0830851,0.00122833,0.8662356,0.04912426,0.00001407519],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01757746,0.0005298451,0.7570943,0.001315257,0.001344076,0.0001389498,0.0008323991,0.003489607,0.2176781],"genre_scores_gemma":[0.5036489,0.0007743603,0.323642,0.001119485,0.0006299776,0.000527957,0.002457253,0.003953121,0.163247],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04688634,"threshold_uncertainty_score":0.1568505,"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."}}