{"id":"W4238319269","doi":"10.21608/egjec.2020.112096","title":"دراسة میدانیة لحرکة الرمال ومخاطرها على الطریق الساحلی اللیث-القنفذة، غربی المملکة العربیة السعودیة","year":2020,"lang":"ar","type":"article","venue":"The Egyptian Journal of Environmental Change","topic":"Satellite Image Processing and Photogrammetry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001017004,0.001073811,0.001149787,0.0002779913,0.0004606276,0.0003685379,0.001665875,0.0004168025,0.002739574],"category_scores_gemma":[0.00009098202,0.0008859158,0.0008244572,0.000674784,0.000548473,0.0008591315,0.0003600666,0.00234864,0.002026568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004071416,"about_ca_system_score_gemma":0.00006009352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004519672,"about_ca_topic_score_gemma":0.000004652777,"domain_scores_codex":[0.9948298,0.0003895963,0.001578637,0.0006269831,0.001266445,0.00130855],"domain_scores_gemma":[0.9968636,0.0002613174,0.0009232125,0.0007544144,0.00003897792,0.001158482],"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":[0.002651178,0.002277497,0.01826631,0.003060635,0.004713766,0.003973925,0.1696128,0.00482562,0.2944179,0.00006457168,0.02816501,0.4679708],"study_design_scores_gemma":[0.01619057,0.008564172,0.03810726,0.004643411,0.00544879,0.004740395,0.05020229,0.04627376,0.206014,0.0006811729,0.6102005,0.008933614],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7810539,0.1800387,0.002401803,0.02214159,0.005933104,0.001567766,0.0007752043,0.0003454003,0.005742518],"genre_scores_gemma":[0.9805262,0.008621693,0.001367925,0.003041543,0.005636505,0.00001928073,0.00003179023,0.0003126887,0.0004423518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5820355,"threshold_uncertainty_score":0.999953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05075394282658896,"score_gpt":0.2097756505696741,"score_spread":0.1590217077430852,"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."}}