{"id":"W1991118948","doi":"10.1088/0305-4470/39/46/l01","title":"A simple method for reverse engineering causal networks","year":2006,"lang":"en","type":"article","venue":"Journal of Physics A Mathematical and General","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Simple (philosophy); Reverse engineering; Computer science; Epistemology; Programming language; 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":[0.001590259,0.0009260195,0.0007115497,0.001754924,0.0007311287,0.0009013553,0.001372947,0.001099636,0.007526568],"category_scores_gemma":[0.006649939,0.0005396306,0.001534694,0.0009202032,0.001289939,0.001463705,0.001967419,0.002075471,0.001926453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005807257,"about_ca_system_score_gemma":0.0009971685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008462311,"about_ca_topic_score_gemma":0.001300516,"domain_scores_codex":[0.9984669,0.0004082177,0.00007769988,0.0003205929,0.0006515069,0.00007502579],"domain_scores_gemma":[0.997445,0.001176699,0.0002061767,0.0007321442,0.0003503062,0.00008968877],"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":[0.0001473495,0.000226591,0.0007463975,0.0004419776,0.0002299598,0.0004376231,0.0002550542,0.1138034,0.06978537,0.4285688,0.005875865,0.3794816],"study_design_scores_gemma":[0.0001125034,0.0001687243,0.0004095871,0.00005973813,0.000104039,0.0008730915,0.0000478091,0.5228817,0.03133421,0.4028824,0.04101208,0.0001141644],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007991822,0.00003471565,0.9978235,0.00006753902,0.00003263835,0.00003946789,0.00003307577,0.0003130574,0.0008568562],"genre_scores_gemma":[0.03834958,0.000138603,0.9573151,0.0001895585,0.00004924584,0.0002731426,0.0001327995,0.0002132038,0.003338717],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007526568,"threshold_uncertainty_score":0.02517891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007023507547878362,"score_gpt":0.2492310047495055,"score_spread":0.2422074972016272,"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."}}