{"id":"W1511620306","doi":"10.1007/3-540-45005-x_10","title":"Some Properties of Ciliate Bio-operations","year":2003,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Ciliate; Biology; Ecology","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":[0.0001796854,0.0002482958,0.0002813232,0.0003005652,0.00006895556,0.00007109387,0.0004981093,0.0001496714,0.0000316778],"category_scores_gemma":[0.00002274044,0.0002046178,0.0000585796,0.0001500809,0.000347552,0.0001625111,0.00008093681,0.0003087682,0.00002141639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008040462,"about_ca_system_score_gemma":0.00007853756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001255966,"about_ca_topic_score_gemma":0.00004335269,"domain_scores_codex":[0.9987611,0.000006898415,0.000315841,0.00035465,0.0003065877,0.000254946],"domain_scores_gemma":[0.9993606,0.00002186512,0.00003148065,0.0004365633,0.00009578292,0.00005372963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[7.490921e-7,0.000005874291,0.000005504132,0.00007635275,0.000008603887,0.000005152156,0.0002798279,0.9293176,0.003799995,0.003642512,0.00001169367,0.06284616],"study_design_scores_gemma":[0.00008286048,0.00007123699,0.00001514216,0.0006057128,0.00001137381,0.00001967826,2.012852e-7,0.8162609,0.1612039,0.01959771,0.001506166,0.0006251177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0008008186,0.003402239,0.9933801,0.0001027076,0.001157009,0.0001997118,0.000004928007,0.00007005639,0.0008824214],"genre_scores_gemma":[0.937027,0.0007782114,0.06031838,0.0005832116,0.0004153515,0.00001118519,0.000004201208,0.00007373123,0.0007886842],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9362262,"threshold_uncertainty_score":0.8344072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02339593411955644,"score_gpt":0.2128651534107955,"score_spread":0.189469219291239,"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."}}