{"id":"W4412399509","doi":"10.60066/gsu.biofac.bot.106.30-44","title":"Application of remote sensing in environmental studies: advantages and challenges","year":2022,"lang":"en","type":"article","venue":"Annual of Sofia University \"St Kliment Ohridski\" Faculty of Biology Book 2 – Botany","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"Ministry of Environment","keywords":"Remote sensing; Computer science; Environmental science; Data science; Geography","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":[0.008639182,0.0007830946,0.001293594,0.001939768,0.0006629672,0.003875975,0.002161257,0.002718873,0.002399361],"category_scores_gemma":[0.005148225,0.0004429524,0.0006770987,0.00256046,0.002861419,0.003778438,0.003084718,0.001886676,0.00110576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008822259,"about_ca_system_score_gemma":0.001560646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002263893,"about_ca_topic_score_gemma":0.002282033,"domain_scores_codex":[0.9920189,0.003617819,0.0002952272,0.0009163,0.002876674,0.000275207],"domain_scores_gemma":[0.9890653,0.008130654,0.0003715843,0.0008450999,0.001342167,0.0002452074],"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":[0.0001968779,0.0001574014,0.0185499,0.006195134,0.0002576362,0.0009575416,0.002047567,0.00757244,0.01666957,0.07964509,0.01036464,0.8573862],"study_design_scores_gemma":[0.0000552053,0.0006944443,0.03567263,0.005825967,0.0002325258,0.006232215,0.01106967,0.01922037,0.01215669,0.2339882,0.674463,0.0003890668],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06011995,0.6878995,0.1595245,0.03637512,0.002317292,0.0002275796,0.0005384192,0.000442269,0.05255526],"genre_scores_gemma":[0.3979601,0.4260733,0.1549699,0.004449339,0.00570481,0.0003234563,0.0003808871,0.0002079253,0.00993032],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008639182,"threshold_uncertainty_score":0.04568893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01151460663489075,"score_gpt":0.2233408630615089,"score_spread":0.2118262564266182,"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."}}