{"id":"W2150917095","doi":"10.1038/msb4100037","title":"Physics takes another stab at biological design principles","year":2005,"lang":"en","type":"article","venue":"Molecular Systems Biology","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Biology; Stab; Computational biology; Engineering ethics; Engineering; Anatomy","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":[0.005184108,0.001519421,0.00201949,0.002199794,0.003534957,0.004317006,0.00299027,0.006076022,0.008782508],"category_scores_gemma":[0.009680652,0.001212604,0.001237882,0.0007375418,0.01823895,0.01394731,0.004334462,0.01394847,0.00437802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00294382,"about_ca_system_score_gemma":0.002000849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001176713,"about_ca_topic_score_gemma":0.0008354122,"domain_scores_codex":[0.9977217,0.0005176534,0.0000902129,0.0003425706,0.001199097,0.0001287068],"domain_scores_gemma":[0.9922252,0.00393807,0.0002183875,0.002092869,0.0009877649,0.0005378116],"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":[0.00001746657,0.00003877409,0.00009014155,0.00009849917,0.00002838968,0.00001666537,0.0001109356,0.001853488,0.0006129675,0.9831375,0.004945494,0.009049781],"study_design_scores_gemma":[0.00001943836,0.00001969078,0.00004298201,0.00002468649,0.000007129428,0.00001967353,0.00001889951,0.002733267,0.0004009229,0.9825602,0.01413509,0.00001808662],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01355952,0.006518152,0.727078,0.1509922,0.006040992,0.0001299535,0.0002585725,0.001780908,0.0936418],"genre_scores_gemma":[0.4713388,0.008715257,0.3812366,0.04440722,0.008391018,0.0009808925,0.0003693826,0.002434849,0.08212604],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008782508,"threshold_uncertainty_score":0.02938038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0359091748748492,"score_gpt":0.2469029728514839,"score_spread":0.2109937979766346,"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."}}