{"id":"W2038950881","doi":"10.1029/2012eo250005","title":"Small unmanned aircraft systems for remote sensing and Earth science research","year":2012,"lang":"en","type":"article","venue":"Eos","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Lethbridge","funders":"","keywords":"Flexibility (engineering); Remote sensing; Systems engineering; Earth observation; Computer science; Process (computing); Drone; Earth system science; Earth remote sensing; Scale (ratio); High resolution; Aerospace engineering; Satellite; Engineering; Geography; Geology","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":[0.0002762385,0.0007743502,0.0003444136,0.0005733163,0.0003905884,0.0004654131,0.0005175582,0.0003993431,0.01247424],"category_scores_gemma":[0.0005086705,0.000105427,0.0001689035,0.0006300993,0.0002071,0.0007260438,0.0007961728,0.0004661373,0.005083627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003013084,"about_ca_system_score_gemma":0.000475345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001590159,"about_ca_topic_score_gemma":0.001911063,"domain_scores_codex":[0.9996852,0.00005543164,0.00001157067,0.00004383657,0.0001758462,0.00002808619],"domain_scores_gemma":[0.9996912,0.00004533555,0.00004900456,0.00008048968,0.0000987432,0.00003519521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003179258,0.000115062,0.002398111,0.0007266881,0.00005745635,0.0002215109,0.0001509883,0.01166867,0.09524475,0.04316688,0.08381664,0.7621152],"study_design_scores_gemma":[0.0001028299,0.0008742018,0.009328844,0.0001714539,0.00005421609,0.0004678546,0.000126892,0.05799527,0.01829411,0.01507498,0.8974547,0.00005461953],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.08227167,0.01953049,0.6690326,0.002488189,0.003253575,0.001879922,0.008269576,0.01026337,0.2030106],"genre_scores_gemma":[0.5219858,0.008664891,0.3789221,0.0009536012,0.0008694736,0.001334943,0.01047355,0.0002746036,0.07652101],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01247424,"threshold_uncertainty_score":0.04173046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06408464421631478,"score_gpt":0.2999258574023551,"score_spread":0.2358412131860403,"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."}}