{"id":"W1599219766","doi":"10.1002/9783527629213.ch14","title":"From Atoms in Amino Acids to the Genetic Code and Protein Stability, and Backwards","year":2010,"lang":"en","type":"other","venue":"","topic":"RNA and protein synthesis mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University; Dalhousie University","funders":"","keywords":"Genetic code; Code (set theory); Stability (learning theory); Amino acid; Genetics; Computer science; Programming language; Biology","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":[0.0007132374,0.000481835,0.000426074,0.0009581881,0.0009193307,0.001757383,0.0005774884,0.001140578,0.008370418],"category_scores_gemma":[0.00216838,0.0002587921,0.0003933687,0.001050688,0.004005749,0.005524097,0.001204834,0.002169868,0.0012431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00139813,"about_ca_system_score_gemma":0.001180392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00291417,"about_ca_topic_score_gemma":0.002682354,"domain_scores_codex":[0.9997421,0.00008031083,0.00001444474,0.0000512917,0.00009520527,0.00001670555],"domain_scores_gemma":[0.9994355,0.0003509198,0.00003234804,0.00006840451,0.00009005832,0.00002273622],"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":[0.000005324498,0.000003486929,0.00005136084,0.00004039976,0.000003043893,0.00001634962,0.00008345868,0.0007440017,0.0001913466,0.9881152,0.001865862,0.008880123],"study_design_scores_gemma":[9.639607e-7,0.000002552599,0.00004790071,0.00002411106,0.000001190309,0.00001592832,0.00001812912,0.000753501,0.0001334225,0.985361,0.01363802,0.000003225101],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03655701,0.1852978,0.2300537,0.03964443,0.004966508,0.00004668851,0.0005474541,0.0003088844,0.5025775],"genre_scores_gemma":[0.4961731,0.1652321,0.1135838,0.007256141,0.005245887,0.000140087,0.0004697603,0.0004531731,0.2114459],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008370418,"threshold_uncertainty_score":0.0280019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009863549892857447,"score_gpt":0.2319430620893048,"score_spread":0.2220795121964474,"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."}}