{"id":"W4403157542","doi":"10.1016/j.marenvres.2024.106778","title":"Atlas of pacific sand lance (Ammodytes personatus) benthic habitat – Application of multibeam acoustics and directed sampling to identify viable subtidal substrates","year":2024,"lang":"en","type":"article","venue":"Marine Environmental Research","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Commission Géologique du Canada; Orcas Island Community Foundation; School of Aquatic and Fishery Sciences; Washington Department of Fish and Wildlife; San José State University","keywords":"Benthic zone; Oceanography; Atlas (anatomy); Habitat; Fishery; Sampling (signal processing); Environmental science; Geology; Ecology; Biology; Engineering; Paleontology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002109929,0.0003672787,0.0001265271,0.002430764,0.0003826647,0.0002316793,0.0003487361,0.0001221089,0.003742178],"category_scores_gemma":[0.0002460519,0.0002373133,0.0001235185,0.00139755,0.000160471,0.0002520499,0.000333214,0.0002660529,0.001020117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004309688,"about_ca_system_score_gemma":0.000845001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1231244,"about_ca_topic_score_gemma":0.3248707,"domain_scores_codex":[0.9998991,0.00001430053,0.00001025214,0.00002508126,0.00003815292,0.00001309059],"domain_scores_gemma":[0.9995092,0.00002919303,0.0001213882,0.00004238326,0.0002115041,0.00008629628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003263549,0.000155992,0.67771,0.000495432,0.0001916666,0.000372385,0.001250404,0.002147986,0.0317308,0.0007489381,0.03044235,0.2544277],"study_design_scores_gemma":[0.000005457804,0.00004873305,0.9778105,0.00001988881,0.00002283084,0.0002030784,0.0003078638,0.0006327663,0.0009092737,0.0000590926,0.0199741,0.000006459927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8529561,0.001233265,0.01303975,0.0001566143,0.00007408652,0.0004357622,0.04894846,0.0009554097,0.08220059],"genre_scores_gemma":[0.8895057,0.00145008,0.04530516,0.000112405,0.00003456839,0.0004898245,0.03998671,0.0001362137,0.02297936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1231244,"threshold_uncertainty_score":0.2448154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02588652791160564,"score_gpt":0.3206626703913424,"score_spread":0.2947761424797368,"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."}}