{"id":"W4376122288","doi":"10.3389/fmars.2023.1111505","title":"Impact of anthropogenic sounds (pile driving, drilling and vessels) on the development of model species involved in marine biofouling","year":2023,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Université du Québec à Rimouski","funders":"Université du Québec à Rimouski","keywords":"Biofouling; Mytilus; Benthic zone; Biology; Blue mussel; Sound (geography); Ecology; Invertebrate; Marine invertebrates; Veliger; Larva; Fishery; Environmental science; Oceanography; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000111616,0.0002734285,0.0001783106,0.0001621254,0.0001580661,0.000294671,0.0001416494,0.0002437122,0.0006604223],"category_scores_gemma":[0.0002401299,0.00009022445,0.0002226385,0.00008805411,0.0001494648,0.000143974,0.0004077268,0.000328739,0.0001055935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001737282,"about_ca_system_score_gemma":0.000172699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002386719,"about_ca_topic_score_gemma":0.004612766,"domain_scores_codex":[0.9998578,0.00002507164,0.00001284159,0.00003806845,0.00002868927,0.00003749609],"domain_scores_gemma":[0.9997348,0.00005490751,0.00007920386,0.00001481836,0.00004024052,0.00007585833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000550447,0.0001382258,0.01297229,0.00009026388,0.00001318939,0.0001942171,0.000138434,0.0002052924,0.9809235,0.00003394606,0.0000358717,0.004704325],"study_design_scores_gemma":[0.00003842172,0.009058033,0.5009385,0.00004713219,0.0001091859,0.0005435175,0.001642363,0.003159757,0.4818526,0.0001129062,0.002459171,0.00003836032],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994742,0.0001082084,0.00008262408,0.00001023097,0.000004027108,0.000004320366,0.00004757035,0.000003355187,0.0002654055],"genre_scores_gemma":[0.997957,0.0002130931,0.00056219,0.00004140009,0.000002336457,0.00002088921,0.0001358569,0.000003290101,0.00106394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002386719,"threshold_uncertainty_score":0.004745603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0163452803921205,"score_gpt":0.2338202955979833,"score_spread":0.2174750152058628,"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."}}