{"id":"W1987307720","doi":"10.1080/20464177.2015.1022379","title":"Alternative, indirect measures of ballast water treatment efficacy during a shipboard trial: a case study","year":2015,"lang":"en","type":"article","venue":"Journal of Marine Engineering & Technology","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ballast; Environmental science; Port (circuit theory); Certification; Cruise; Environmental protection; Oceanography; Engineering; Ecology; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.01049514,0.0009802955,0.001093528,0.0006430547,0.0008201369,0.0008270273,0.00125869,0.001659267,0.001997648],"category_scores_gemma":[0.01209219,0.0002903941,0.001015774,0.0007519843,0.001157179,0.0006869622,0.000797153,0.001075044,0.0003923628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001064307,"about_ca_system_score_gemma":0.001091105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003110406,"about_ca_topic_score_gemma":0.006900076,"domain_scores_codex":[0.9900026,0.007053172,0.0004656277,0.0008650727,0.001250381,0.0003631088],"domain_scores_gemma":[0.9843174,0.007204459,0.002833063,0.001720667,0.003196522,0.0007278848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1244129,0.1984847,0.2380106,0.006384688,0.003264863,0.00514911,0.02174008,0.01339194,0.1544905,0.001637347,0.001986082,0.2310473],"study_design_scores_gemma":[0.003126361,0.8291419,0.1179573,0.0001863784,0.000834169,0.0007091941,0.002927476,0.004500384,0.03546242,0.0003237283,0.004712766,0.0001179158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963189,0.0001664196,0.001145771,0.00004492358,0.00001276828,0.001337519,0.0001226211,0.000008861743,0.0008422422],"genre_scores_gemma":[0.9902446,0.0003922814,0.005734413,0.00008104739,0.00004155764,0.00180349,0.0002396347,0.00000963113,0.00145327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01049514,"threshold_uncertainty_score":0.05550426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03031985618482633,"score_gpt":0.2408598139379808,"score_spread":0.2105399577531545,"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."}}