{"id":"W2092635700","doi":"10.1007/s11434-008-6003-6","title":"Site type classification for the shelter-forest ecological project along the Tarim Desert Highway","year":2008,"lang":"en","type":"article","venue":"Science Bulletin","topic":"Plant Ecology and Soil Science","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Afforestation; Environmental science; Habitat; Hydrology (agriculture); Landform; Soil salinity; Irrigation; Soil type; Soil water; Ecology; Geography; Geology; Soil science; Cartography; Agroforestry; Geotechnical engineering","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":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.002156313,0.0001137745,0.0000916293,0.00002783055,0.002558475,0.00006486993,0.001293828,0.00006643069,0.0007568183],"category_scores_gemma":[0.000630706,0.00005540011,0.00004416368,0.0007028778,0.003799594,0.0001544684,0.0002603614,0.0001684115,0.001467504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001273105,"about_ca_system_score_gemma":0.0001220556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000453285,"about_ca_topic_score_gemma":0.001207754,"domain_scores_codex":[0.9983357,0.00006942562,0.0001739349,0.0004739296,0.0004352587,0.0005117639],"domain_scores_gemma":[0.998874,0.0005712293,0.00008668636,0.0003689907,0.00002899726,0.00007007353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001119333,0.0002541269,0.7891328,0.000004373633,0.000007230485,0.00002500997,0.002046668,0.002822823,0.02183794,0.004048991,0.1766201,0.003087971],"study_design_scores_gemma":[0.00009148081,0.0001037009,0.8714324,0.000001787944,0.000004974922,0.00005411853,0.000097068,0.006652309,0.0002508003,0.0001872058,0.1210235,0.0001007147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798486,0.00002104888,0.0003295184,0.01204454,0.0004323752,0.0006398694,0.000005164023,0.00004758847,0.006631273],"genre_scores_gemma":[0.9954444,0.00003920429,0.0008786236,0.001407405,0.00005003035,0.00009632111,0.000003083674,0.000003929036,0.002077073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08229948,"threshold_uncertainty_score":0.99931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04183530310164129,"score_gpt":0.2587111498533403,"score_spread":0.216875846751699,"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."}}