{"id":"W2223112428","doi":"","title":"The influence of flying altitude and beam divergence on canopy penetration and laser pulse return distribution characteristics","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Remote Sensing","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography; Canopy; Altitude (triangle); Beam divergence; Divergence (linguistics); Distribution (mathematics); Pulse (music); Laser; Environmental science; Optics; Remote sensing; Meteorology; Atmospheric sciences; Laser beams; Beam diameter; Physics; Mathematics; Archaeology; Geometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002421457,0.00007662681,0.00011361,0.00004659017,0.0002817357,0.00004268185,0.00005284122,0.00003563544,7.042111e-7],"category_scores_gemma":[0.0002091957,0.00006078889,0.00001962805,0.00008842338,0.0001922855,0.00008710402,0.00001261664,0.0002067387,1.576631e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006219377,"about_ca_system_score_gemma":0.00009207796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001519045,"about_ca_topic_score_gemma":0.002113811,"domain_scores_codex":[0.9993964,0.00001268731,0.0002354543,0.00007637231,0.00008741333,0.0001916545],"domain_scores_gemma":[0.9992459,0.0001200301,0.0002202855,0.00009143122,0.0001746756,0.0001476373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003484472,0.000002543928,0.02884462,0.000006897556,0.00002636362,0.00004631803,0.0001836226,0.0001668862,0.009620814,0.001038316,0.00001617258,0.9600126],"study_design_scores_gemma":[0.0005860525,0.0003167306,0.9043062,0.0008479389,0.00009642136,0.0001715019,0.001305228,0.006943938,0.067716,0.01305381,0.004214772,0.000441422],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689584,0.00004745407,0.03057934,0.0002359973,0.00008444464,0.00004308577,0.00001019979,0.000003138337,0.00003792151],"genre_scores_gemma":[0.9934029,0.00002023104,0.006480311,0.00002349905,0.00006017266,3.288959e-9,0.000002636922,0.000005075848,0.000005155151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9595712,"threshold_uncertainty_score":0.2478899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007975819245559797,"score_gpt":0.2293785988603186,"score_spread":0.2214027796147588,"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."}}