{"id":"W4404670162","doi":"10.1038/s41467-024-54098-0","title":"Large-scale-integration and collective oscillations of 2D artificial cells","year":2024,"lang":"en","type":"article","venue":"Nature Communications","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"United States-Israel Binational Science Foundation; Minerva Foundation; Azrieli Foundation; Israel Science Foundation; United States - Israel Binational Science Foundation","keywords":"Scale (ratio); Computer science; Physics; Quantum mechanics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000112656,0.00007374577,0.00008892891,0.0001070334,0.0001187999,0.00004268071,0.0001905538,0.000137373,0.00002594437],"category_scores_gemma":[0.00002554467,0.00006935868,0.00003548171,0.0003634629,0.00005503489,0.00008203917,0.00005103537,0.0004387599,0.00001178633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004053865,"about_ca_system_score_gemma":0.00002795691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004325782,"about_ca_topic_score_gemma":0.0004478072,"domain_scores_codex":[0.9995533,0.00002900696,0.0001636649,0.00009210481,0.0000778848,0.00008399805],"domain_scores_gemma":[0.9992663,0.000151189,0.00001392627,0.0004600805,0.00008053053,0.00002794432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001412279,0.0002633219,0.0004012799,0.0002598252,0.000317419,0.000002904558,0.02847835,0.02208519,0.2149576,0.6377965,0.04019083,0.05523271],"study_design_scores_gemma":[0.00005272952,0.00002614035,0.001101408,0.0001209575,0.00005742904,0.000005427085,0.0008112187,0.8880087,0.05752096,0.008031139,0.04404747,0.0002164488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1152012,0.08513262,0.7007345,0.00408723,0.002871526,0.001416521,0.0007838686,0.001381924,0.08839065],"genre_scores_gemma":[0.992755,0.0009238855,0.005997218,0.00001797708,0.00002951767,0.0000165225,0.00003472506,0.00001373694,0.0002113941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8775539,"threshold_uncertainty_score":0.2828365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01933999245181826,"score_gpt":0.2823209079006045,"score_spread":0.2629809154487863,"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."}}