{"id":"W3044559154","doi":"10.3390/biomimetics5030035","title":"How to Build a Biological Machine Using Engineering Materials and Methods","year":2020,"lang":"en","type":"article","venue":"Biomimetics","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Biological engineering; Biochemical engineering; Engineering; Manufacturing engineering; Process engineering; Biology; Bioinformatics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009530448,0.00009654224,0.0001557745,0.00002612816,0.00003599002,0.00008057502,0.00005886859,0.00002768112,0.00007958862],"category_scores_gemma":[0.00002080098,0.00007986815,0.00002687153,0.0001016419,0.00001399586,0.00003161503,0.00008266416,0.00003790557,0.000004702846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006341576,"about_ca_system_score_gemma":0.000007521101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002591678,"about_ca_topic_score_gemma":2.280997e-8,"domain_scores_codex":[0.9995455,0.00002717689,0.0001016704,0.0001475436,0.00003937742,0.0001386957],"domain_scores_gemma":[0.9997212,0.00002425596,0.00002812009,0.00006745373,0.00001428514,0.0001446585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000110762,0.00001519122,0.00404436,0.00001090021,0.00003351222,7.039877e-7,0.00006017515,0.00004674197,0.9823296,0.01080832,0.0002109242,0.002428503],"study_design_scores_gemma":[0.0008328608,0.0003069275,0.0038916,0.00002917562,0.00007192147,0.000003243811,0.0001523651,0.02648436,0.6169307,0.0005810357,0.3500181,0.0006977037],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7014236,0.00005853439,0.2965223,0.001610028,0.0001370783,0.00008462206,0.00009518714,0.00002872181,0.00003985571],"genre_scores_gemma":[0.8082968,0.0000013225,0.1911844,0.0001070191,0.0003762952,0.000002042909,0.000006436429,0.000008498119,0.00001720836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3653989,"threshold_uncertainty_score":0.3256929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04397104895401151,"score_gpt":0.31056921904816,"score_spread":0.2665981700941485,"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."}}