{"id":"W7099291886","doi":"","title":"BIOGRAPHIES","year":2014,"lang":"en","type":"article","venue":"","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geomatics; Global Positioning System; Assisted GPS; Inertial measurement unit; Software; Inertial navigation system; Precision Lightweight GPS Receiver","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00231166,0.0008376741,0.0008178424,0.002322706,0.001811516,0.00149382,0.001439137,0.001692042,0.2216692],"category_scores_gemma":[0.01212479,0.0004378965,0.0004711769,0.002660482,0.0005463244,0.00142142,0.001847287,0.002941425,0.1214892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002215023,"about_ca_system_score_gemma":0.004024949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00950304,"about_ca_topic_score_gemma":0.01883643,"domain_scores_codex":[0.9980242,0.0002267805,0.0001363331,0.0003953218,0.001017901,0.0001993766],"domain_scores_gemma":[0.9844705,0.002987357,0.0007390787,0.001047468,0.008838927,0.001916596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004202621,0.00002476618,0.0005010009,0.0001019293,0.00000609556,0.0001640349,0.0001582469,0.0001105351,0.000819035,0.003165925,0.9309139,0.06399242],"study_design_scores_gemma":[0.000002918785,0.00001082043,0.0004175371,0.00004013333,0.000005907106,0.0002040735,0.00005192647,0.00008389045,0.0002331946,0.0004373229,0.9985057,0.000006640056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004928035,0.04678445,0.02702735,0.131962,0.1443919,0.0005117687,0.01188172,0.002420833,0.6300921],"genre_scores_gemma":[0.01698341,0.01335778,0.004818332,0.01197022,0.01099436,0.0002412793,0.003486045,0.0005414154,0.937607],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7783308,"threshold_uncertainty_score":0.7415574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002510225685766835,"score_gpt":0.1607532659322424,"score_spread":0.1582430402464756,"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."}}