{"id":"W2900641910","doi":"10.1002/esp.4549","title":"Recording inter‐annual changes on a boulder beach in Galicia, NW Spain using an unmanned aerial vehicle","year":2018,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Ministerio de Educación, Cultura y Deporte","keywords":"Deposition (geology); Storm; Erosion; Accretion (finance); Geology; Coastal erosion; Digital elevation model; Physical geography; High resolution; Aerial photos; Oceanography; Hydrology (agriculture); Environmental science; Geomorphology; Geography; Remote sensing; Sediment","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003036711,0.0001706622,0.0001967286,0.00007959413,0.0001782734,0.0001156298,0.0001173207,0.00007652794,0.0002289511],"category_scores_gemma":[0.00004623991,0.000123321,0.00001782887,0.0002802543,0.0000813558,0.0003190658,0.00003410315,0.0001414858,0.0000139375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003363046,"about_ca_system_score_gemma":0.00005272757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008980082,"about_ca_topic_score_gemma":0.1947054,"domain_scores_codex":[0.9989746,0.00003259992,0.0001617683,0.0003051556,0.0001470666,0.0003787993],"domain_scores_gemma":[0.9995896,0.00004864396,0.00006429727,0.0001097068,0.00006319973,0.00012459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007570859,0.00009254515,0.8010898,0.000178481,0.00001793002,0.00002106816,0.003556273,0.00143012,0.0001623006,0.00002495657,0.00002924155,0.1926402],"study_design_scores_gemma":[0.003853254,0.007045112,0.5740331,0.0006517905,0.00004888602,0.00008921301,0.007591274,0.3778636,0.002197799,0.002207948,0.02257772,0.001840265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982094,0.0001142977,0.0001294439,0.0001983153,0.0002501957,0.000152456,0.00008601206,0.00004242075,0.0008174218],"genre_scores_gemma":[0.9986602,0.00005031412,0.0003585012,0.0002165351,0.0002560249,6.707068e-7,0.00009583902,0.000007147739,0.0003547797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3764335,"threshold_uncertainty_score":0.9976192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01757239651802815,"score_gpt":0.239670495424848,"score_spread":0.2220980989068199,"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."}}