{"id":"W7055591543","doi":"","title":"Defining Best Practices for Biofouling Management as a Way to Increase Biosecurity","year":2019,"lang":"en","type":"other","venue":"CSUN ScholarWorks (California State University, Northridge)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ballast; Biosecurity; Best practice; Biofouling; Sustainability; Water resources; Agency (philosophy)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003998999,0.0005681667,0.0004974632,0.000977865,0.000273054,0.0002480092,0.000776594,0.000387235,0.0002467207],"category_scores_gemma":[0.00007908211,0.0006655508,0.0002008336,0.0008748809,0.00005614023,0.0002710967,0.0003610138,0.0006283153,0.005695885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002694617,"about_ca_system_score_gemma":0.00006331969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008804482,"about_ca_topic_score_gemma":0.0007562332,"domain_scores_codex":[0.9978598,0.00008252959,0.0003012583,0.000760426,0.0003285981,0.0006673828],"domain_scores_gemma":[0.998119,0.0002110317,0.0003253544,0.0007991153,0.00009996857,0.0004455184],"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":[0.0004387699,0.0004303422,0.0009992977,0.002473807,0.001490255,0.0002986265,0.0004201861,0.007799711,0.0001689921,0.008188178,0.9279971,0.04929481],"study_design_scores_gemma":[0.000976232,0.00005740213,0.00002716175,0.0004859813,0.0003021701,0.000006977623,0.0003549772,0.001043363,0.00004902584,0.00007810591,0.9958146,0.0008039926],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004501484,0.001791946,0.06968861,0.000467234,0.0008582543,0.004485989,0.009281379,0.001981416,0.9069437],"genre_scores_gemma":[0.01327548,0.004506337,0.03256181,0.0004710912,0.0003944169,0.00008970807,0.002060396,0.001348298,0.9452925],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06781758,"threshold_uncertainty_score":0.9995795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01426000935129104,"score_gpt":0.2409105483799634,"score_spread":0.2266505390286723,"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."}}