{"id":"W2052754777","doi":"10.1039/c001968m","title":"The role of “inert” surface chemistry in marine biofouling prevention","year":2010,"lang":"en","type":"review","venue":"Physical Chemistry Chemical Physics","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":299,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Office of Naval Research; National Oceanic and Atmospheric Administration","keywords":"Biofouling; Fouling; Biocide; Inert; Nanotechnology; Ethylene glycol; Biochemical engineering; Environmental science; Chemistry; Materials science; Engineering; Membrane; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003251297,0.0003723655,0.0003334075,0.0002151594,0.0001616121,0.0006855762,0.0004452509,0.0006982234,0.0006183747],"category_scores_gemma":[0.0003676653,0.0001525363,0.0003060105,0.0001680854,0.0004445825,0.0008020335,0.0004266989,0.0005743037,0.0002920161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002569712,"about_ca_system_score_gemma":0.0002136637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002862028,"about_ca_topic_score_gemma":0.0002336207,"domain_scores_codex":[0.9998135,0.00004336396,0.00001403308,0.0000365558,0.00005718914,0.00003531108],"domain_scores_gemma":[0.9998505,0.00006423192,0.00003316501,0.000007113742,0.00003152046,0.00001354067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000145472,0.00009922023,0.0007442475,0.009747908,0.00009634773,0.0004493224,0.000210236,0.002639599,0.715099,0.02291219,0.002030428,0.2458261],"study_design_scores_gemma":[0.00002849753,0.001484425,0.003535609,0.0009939792,0.000172061,0.0009755151,0.0002516725,0.005261207,0.7548723,0.01183348,0.2205153,0.00007592444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1102848,0.8424265,0.02846363,0.001262135,0.0006898359,0.00008421917,0.00009905554,0.0001544442,0.01653533],"genre_scores_gemma":[0.5264004,0.4547202,0.01140772,0.0009166041,0.0003055028,0.00006876713,0.00009360896,0.00003725816,0.006049844],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0006982234,"threshold_uncertainty_score":0.002068639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008014683079223007,"score_gpt":0.2330947412517025,"score_spread":0.2250800581724795,"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."}}