{"id":"W2124609709","doi":"10.1007/978-3-540-30232-2_9","title":"Towards Design Recovery from Observations","year":2004,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Realizability; Computer science; Graph; Set (abstract data type); Theoretical computer science; Algorithm; Programming language","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":[0.002440955,0.001541037,0.001120128,0.001253718,0.0007708846,0.001980042,0.002288651,0.001544063,0.007821622],"category_scores_gemma":[0.0180917,0.001276208,0.001878176,0.0007818051,0.002192708,0.003971853,0.006215843,0.004745249,0.003646685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007288727,"about_ca_system_score_gemma":0.00136055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001083607,"about_ca_topic_score_gemma":0.001346657,"domain_scores_codex":[0.9967873,0.0009796609,0.0002135895,0.0005858057,0.001190557,0.0002431966],"domain_scores_gemma":[0.9910219,0.003476114,0.0004387338,0.004163329,0.0008156896,0.00008430696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003930188,0.0002028292,0.001323868,0.0008141116,0.0001544879,0.0005226882,0.001259888,0.09327941,0.01611965,0.2360515,0.01383718,0.6360412],"study_design_scores_gemma":[0.00006252448,0.00008233469,0.0003513498,0.000200427,0.00008829719,0.0002406653,0.0003542372,0.3951461,0.01911089,0.5566446,0.02768296,0.0000356268],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002943889,0.00009895171,0.9923316,0.0002830034,0.00003759281,0.00005454615,0.00007523687,0.001601915,0.002573221],"genre_scores_gemma":[0.1883266,0.0006166212,0.7926787,0.000452119,0.00008185877,0.0003256893,0.001133759,0.00121622,0.01516851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007821622,"threshold_uncertainty_score":0.0261659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0556561337394983,"score_gpt":0.2614096879343066,"score_spread":0.2057535541948083,"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."}}