{"id":"W3084268486","doi":"10.32393/csme.2020.14","title":"Active Fluids in Environment","year":2020,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering. Volume 3","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000736293,0.0001527615,0.000197099,0.00009491526,0.00001767426,0.00002039008,0.0001905402,0.00006970324,0.0007381488],"category_scores_gemma":[0.000009230139,0.0001765449,0.00004802194,0.0001988516,0.00001527071,0.00005750728,0.00004460064,0.0003016544,0.00009956388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002081687,"about_ca_system_score_gemma":0.000128391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01087608,"about_ca_topic_score_gemma":0.002900156,"domain_scores_codex":[0.9988983,0.00001424208,0.000204579,0.0002612138,0.00009877775,0.0005228858],"domain_scores_gemma":[0.9993128,0.00001322668,0.0000196086,0.0001292995,0.000006437499,0.000518637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001440492,0.0006844681,0.3926737,0.0002781512,0.00028522,0.0006557085,0.002925524,0.06660999,0.00448147,0.1600712,0.00453474,0.3666558],"study_design_scores_gemma":[0.0020009,0.000224511,0.0146848,0.0001097112,0.00002657227,0.000001807781,0.0001579604,0.80408,0.006379234,0.0007621142,0.1703989,0.001173462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8329023,0.004655575,0.1100074,0.03592911,0.002275338,0.00565186,0.001224581,0.00052191,0.006831926],"genre_scores_gemma":[0.9974406,0.000003984169,0.002130368,0.0001339118,0.0001571168,0.00005084456,0.00002168594,0.00002726044,0.00003427902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.73747,"threshold_uncertainty_score":0.9957106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006704850636964264,"score_gpt":0.1935803970887774,"score_spread":0.1868755464518131,"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."}}