{"id":"W2123318913","doi":"10.5539/mas.v4n9p14","title":"Study on the Method of the Laser Backward Detection of Underwater Bubble Films Based on the Spatial Analysis","year":2010,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bubble; Underwater; Scattering; Light scattering; Optics; Mie scattering; Laser; Materials science; Physics; Transmission (telecommunications); Computer science; Mechanics; Telecommunications; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005192049,0.0003111677,0.0002671563,0.0005396339,0.0002480252,0.000414806,0.0005967501,0.0004414759,0.001428228],"category_scores_gemma":[0.000949057,0.0002992704,0.0002907316,0.0003254985,0.0003393948,0.001014482,0.000361249,0.0005438186,0.0003330079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004060103,"about_ca_system_score_gemma":0.0003187046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00100376,"about_ca_topic_score_gemma":0.0007091252,"domain_scores_codex":[0.9994525,0.00007088071,0.00001208968,0.00008181436,0.0003554149,0.00002727623],"domain_scores_gemma":[0.9994302,0.0002144757,0.00005262705,0.00004095821,0.0002424553,0.00001915302],"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":[0.0001217351,0.00002839372,0.001317432,0.0002199734,0.00002289971,0.0001977938,0.0002279565,0.002208616,0.9141654,0.006946413,0.0004294727,0.07411399],"study_design_scores_gemma":[0.00002668284,0.0002768018,0.002547971,0.00002575579,0.00004249337,0.001126696,0.0001085704,0.1202305,0.867017,0.001352354,0.007187408,0.00005782063],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1962036,0.002485305,0.7946056,0.0003945021,0.0001237672,0.00008930283,0.00006344433,0.0003688349,0.005665579],"genre_scores_gemma":[0.7312053,0.001708611,0.2604106,0.0001611053,0.00008886745,0.0001256704,0.00006407436,0.00006952639,0.006166257],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001428228,"threshold_uncertainty_score":0.004777849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01668794522567263,"score_gpt":0.2222316779307427,"score_spread":0.2055437327050701,"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."}}