{"id":"W4293059516","doi":"10.3390/rs14133105","title":"Underwater Multispectral Laser Serial Imager for Spectral Differentiation of Macroalgal and Coral Substrates","year":2022,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Universidad del Atlántico; Florida Atlantic University; Link Foundation","keywords":"Underwater; Remote sensing; Multispectral image; Environmental science; Coral reef; Lidar; Habitat; Oceanography; Ecology; Geology; 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":[0.0003248933,0.0003441541,0.0001908683,0.001147787,0.00015551,0.0002704843,0.0003012346,0.0003442537,0.005060534],"category_scores_gemma":[0.0002668231,0.0001704115,0.000291025,0.0006410748,0.0001178823,0.0004737798,0.0003379209,0.0004029885,0.00240874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000168483,"about_ca_system_score_gemma":0.0002070823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006861378,"about_ca_topic_score_gemma":0.001933084,"domain_scores_codex":[0.9997668,0.00002389552,0.00001260943,0.00005202603,0.0001266741,0.00001802801],"domain_scores_gemma":[0.9997961,0.00002969749,0.00004195809,0.00003809344,0.00008002938,0.00001424255],"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":[0.00009877105,0.0000692414,0.003477703,0.0001460238,0.00002054651,0.0001073267,0.00005972159,0.001031375,0.8602355,0.001140917,0.002982249,0.1306306],"study_design_scores_gemma":[0.00002743345,0.0002851282,0.04548274,0.00005570227,0.00007732079,0.001391624,0.0001377614,0.1137062,0.8001295,0.0008507254,0.03776149,0.00009429419],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2312904,0.000915346,0.7343277,0.0002199719,0.000161931,0.0002666089,0.003074931,0.01049396,0.0192491],"genre_scores_gemma":[0.3217545,0.0005534433,0.6642176,0.0002917222,0.00004190957,0.0003401914,0.002207012,0.0004590629,0.01013453],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005060534,"threshold_uncertainty_score":0.01692915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01113349088286216,"score_gpt":0.2142552967875178,"score_spread":0.2031218059046556,"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."}}