{"id":"W1546278473","doi":"10.1155/2015/734848","title":"Model-Based Pseudo-Quad-Pol Reconstruction from Compact Polarimetry and Its Application to Oil-Spill Observation","year":2015,"lang":"en","type":"article","venue":"Journal of Sensors","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Tsinghua University; National Natural Science Foundation of China; University of Manitoba","keywords":"Polarimetry; Oil spill; Scattering; Consistency (knowledge bases); Polarization (electrochemistry); Remote sensing; Computer science; Optics; Environmental science; Physics; Geology; Artificial intelligence; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005263105,0.0005911604,0.0006104343,0.0004801405,0.0001672008,0.0006341396,0.0004383478,0.0004556728,0.0007869517],"category_scores_gemma":[0.0009206386,0.0003885459,0.0007609504,0.0006325397,0.0003385081,0.0009380874,0.000601556,0.0005458359,0.0004385244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002096881,"about_ca_system_score_gemma":0.000461779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002384506,"about_ca_topic_score_gemma":0.001676297,"domain_scores_codex":[0.9997767,0.0000699361,0.000008940267,0.00004187561,0.00008148708,0.00002107068],"domain_scores_gemma":[0.9997697,0.00005611783,0.00003541448,0.00006896558,0.00005684251,0.00001297955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002136051,0.00007290776,0.001788755,0.000148196,0.0001103559,0.000156421,0.0001080472,0.6623537,0.05697992,0.00813654,0.001976716,0.267955],"study_design_scores_gemma":[0.000004356625,0.00001104689,0.0001904314,0.000002346597,0.000005822223,0.00004904064,0.000008052433,0.9952676,0.003217077,0.0008520146,0.0003833662,0.000008767182],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01603931,0.00009410216,0.9830152,0.0000600382,0.00001139062,0.00001057396,0.00004281593,0.000308721,0.0004179878],"genre_scores_gemma":[0.3827379,0.0005565225,0.6140832,0.00008373692,0.00003300803,0.0000553417,0.0007065145,0.0002035662,0.001540347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002384506,"threshold_uncertainty_score":0.004741192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02988390252223413,"score_gpt":0.2508867024545567,"score_spread":0.2210027999323226,"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."}}