{"id":"W2107772865","doi":"10.1142/s0219878910002154","title":"BIO-INSPIRED COVERAGE OF INVISIBLE HAZARDOUS SUBSTANCES IN THE ENVIRONMENT","year":2010,"lang":"en","type":"article","venue":"International Journal of Information Acquisition","topic":"Slime Mold and Myxomycetes Research","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Oxford; Canadian Institute for Advanced Research","keywords":"Computer science; Hazardous waste; Simplicity; Flocking (texture); Robotics; Artificial intelligence; Hazardous air pollutants; Swarm robotics; Pollutant; Swarm behaviour; Controller (irrigation); Robot; Ecology","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":[0.000432728,0.00005663668,0.0000790856,0.0003086998,0.00001481072,0.0000611256,0.0003062288,0.0000418451,0.000244958],"category_scores_gemma":[0.00003307476,0.00004221597,0.00005286949,0.00008778303,0.00002722649,0.0009608274,0.00001358352,0.0002033398,0.00002631722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005644601,"about_ca_system_score_gemma":0.00001894968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005341512,"about_ca_topic_score_gemma":0.000003806267,"domain_scores_codex":[0.9988849,0.00001746561,0.0004453273,0.00002302325,0.0005511687,0.00007811543],"domain_scores_gemma":[0.9995468,0.00005621963,0.0001589301,0.00007285072,0.0001417757,0.00002338812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005563727,0.000435369,0.08930895,0.0001972387,0.0004819101,0.00009989995,0.01523339,0.2121956,0.2155902,0.0149963,0.007660944,0.4432438],"study_design_scores_gemma":[0.005433231,0.0004045936,0.7014899,0.0002780934,0.00003031912,0.000458996,0.001987957,0.05150836,0.1420353,0.004450807,0.09147952,0.0004430084],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924911,0.00008638614,0.002364978,0.0003519794,0.000594369,0.00007570793,0.00001657617,0.000007987538,0.004010877],"genre_scores_gemma":[0.9990845,0.0002533132,0.000374606,0.0001594445,0.00009781023,0.000003098164,0.00002034959,0.000003166963,0.000003714893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6121809,"threshold_uncertainty_score":0.2682119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005695481584566104,"score_gpt":0.2287693172339097,"score_spread":0.2230738356493436,"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."}}