{"id":"W2586045820","doi":"10.1016/j.bpj.2016.11.023","title":"Physical Engineering of Behaviour and Function at the Cell and Tissue Levels","year":2017,"lang":"en","type":"article","venue":"Biophysical Journal","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Sorting; Function (biology); Cell function; Cell sorting; Living systems; Morphogenesis; Computer science; Artificial cell; Nanotechnology; Biological system; Biology; Artificial intelligence; Cell; Cell biology; Materials science","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":[0.0004211461,0.0003290435,0.0004635765,0.0003364678,0.0002717203,0.00148418,0.00053859,0.001057302,0.001481854],"category_scores_gemma":[0.0005724167,0.0003505139,0.000485385,0.0002775458,0.001099985,0.0009017414,0.0008271837,0.0008518598,0.000713006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003427839,"about_ca_system_score_gemma":0.0002921991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002984284,"about_ca_topic_score_gemma":0.0004853579,"domain_scores_codex":[0.9996486,0.00006493444,0.00002777594,0.00004281888,0.0001641188,0.00005178581],"domain_scores_gemma":[0.9997157,0.0001074385,0.00004554277,0.00006336375,0.00003043423,0.0000375294],"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":[0.00003789363,0.00004327791,0.0002850437,0.000152298,0.00001694997,0.0001519968,0.0000883565,0.002369625,0.9784056,0.004344533,0.0002766712,0.01382775],"study_design_scores_gemma":[0.00002971226,0.0002747792,0.005150127,0.0000491778,0.00006330944,0.0009833646,0.0001661407,0.01848773,0.9487122,0.007328506,0.01869914,0.00005574967],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6588858,0.01283772,0.2952199,0.001902071,0.0007348821,0.0001028668,0.0004020835,0.001098938,0.0288158],"genre_scores_gemma":[0.9591913,0.003503284,0.03143197,0.0003570246,0.00009037522,0.00006120759,0.0001068732,0.0001353905,0.005122591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00148418,"threshold_uncertainty_score":0.004957318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01990067312522017,"score_gpt":0.2764533080053503,"score_spread":0.2565526348801301,"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."}}