{"id":"W3159263990","doi":"10.7717/peerj.11323","title":"Continuous bubble streams for controlling marine biofouling on static artificial structures","year":2021,"lang":"en","type":"article","venue":"PeerJ","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Biofouling; Environmental science; Fouling; STREAMS; Marine engineering; Bubble; Settlement (finance); Computer science; Engineering; Biology","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":[0.0003101114,0.0003094852,0.000276405,0.0002579395,0.0002299106,0.0006719,0.0004729658,0.000324009,0.001653787],"category_scores_gemma":[0.0005794918,0.0001180011,0.0002412043,0.000172056,0.0002655962,0.0004162593,0.0004164566,0.0006091284,0.0003145495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003395655,"about_ca_system_score_gemma":0.0002882168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312358,"about_ca_topic_score_gemma":0.004138445,"domain_scores_codex":[0.999731,0.00003501188,0.00001315234,0.00004708759,0.0001427852,0.00003100816],"domain_scores_gemma":[0.9995754,0.0001382517,0.0001241048,0.00002031186,0.00008759488,0.00005431291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001912104,0.00008793761,0.0008388245,0.0004697004,0.00001570699,0.00008188045,0.00007950253,0.0006435,0.9757006,0.0001795043,0.0002696463,0.02144193],"study_design_scores_gemma":[0.000039896,0.0025167,0.004402018,0.00006485197,0.00005916801,0.0001436958,0.0001100403,0.005343149,0.9782388,0.0001037159,0.008957363,0.0000206336],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643148,0.004850077,0.02643398,0.0002556882,0.0001772787,0.0003756295,0.000283443,0.0003663616,0.002942724],"genre_scores_gemma":[0.9683576,0.002556022,0.02535297,0.0001438825,0.00006212879,0.0002273697,0.0001962509,0.0000545855,0.003049129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001653787,"threshold_uncertainty_score":0.005532503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008924259044291354,"score_gpt":0.207777370215416,"score_spread":0.1988531111711246,"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."}}