{"id":"W4281683669","doi":"10.3389/frsen.2022.903133","title":"Integrating Angular Backscatter Response Analysis Derivatives Into a Hierarchical Classification for Habitat Mapping","year":2022,"lang":"en","type":"article","venue":"Frontiers in Remote Sensing","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Deakin University; Parks Victoria; Department of Environment, Land, Water and Planning, State Government of Victoria","keywords":"Bathymetry; Remote sensing; Echo sounding; Skewness; Segmentation; Environmental science; Computer science; Cartography; Geography; Artificial intelligence; Statistics; Mathematics","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":[0.001224924,0.0005659703,0.0003497272,0.001524555,0.0003046644,0.0007512587,0.0004507513,0.0002513619,0.0008970953],"category_scores_gemma":[0.002352785,0.0002552932,0.000643954,0.001021666,0.0002723127,0.0008209516,0.000525399,0.0004413124,0.0004150546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005545401,"about_ca_system_score_gemma":0.000545731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02412357,"about_ca_topic_score_gemma":0.04187571,"domain_scores_codex":[0.9996734,0.0001100314,0.00002337339,0.00008055828,0.00007560645,0.00003708579],"domain_scores_gemma":[0.9989458,0.0005047403,0.0001189653,0.0001250783,0.0002631108,0.00004241969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002155952,0.0002320856,0.1305445,0.0001313889,0.0002056177,0.0001446582,0.0005203469,0.2826691,0.02576899,0.001805043,0.00149333,0.5562693],"study_design_scores_gemma":[0.000008425538,0.00007632335,0.0359797,0.00001910877,0.00002862584,0.00004460205,0.0001697701,0.9578354,0.00344293,0.001619427,0.0007507019,0.00002482871],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3848005,0.0001969212,0.6090496,0.0001683361,0.00002488948,0.0001868152,0.0005925155,0.00226342,0.002716992],"genre_scores_gemma":[0.7420055,0.00007342229,0.2565554,0.00003261483,0.000008593915,0.00005243623,0.0004663279,0.00009603691,0.0007095647],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02412357,"threshold_uncertainty_score":0.0479663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02727549381727967,"score_gpt":0.2699863013329276,"score_spread":0.2427108075156479,"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."}}