{"id":"W4388422466","doi":"10.24425/jwld.2021.137100","title":"A novel method and device for plastic mulch retriever","year":2021,"lang":"en","type":"article","venue":"Journal of Water and Land Development","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mulch; Landscape architecture; Plastic mulch; Labrador Retriever; Environmental science; Horticulture; Hydrology (agriculture); Computer science; Engineering; Civil engineering; Geotechnical engineering; Medicine; Biology; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001571063,0.00005946579,0.0001045254,0.00005033486,0.00003024114,0.00002594527,0.00002103158,0.00002348604,0.00001488874],"category_scores_gemma":[0.00001342289,0.00003804419,0.00001460078,0.00003301166,0.000004341943,0.00004976837,0.00002237038,0.00003192253,6.162413e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001450935,"about_ca_system_score_gemma":0.00001381801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.60226e-7,"about_ca_topic_score_gemma":0.000009067122,"domain_scores_codex":[0.9996056,0.000004574627,0.0001773321,0.00005174215,0.00007214328,0.00008858684],"domain_scores_gemma":[0.9998127,0.00002942365,0.00001719557,0.00002459802,0.00006190494,0.00005414577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001274453,0.000875927,0.09429108,0.009807033,0.005564768,0.0006926682,0.04084633,0.02287108,0.3877002,0.00269174,0.05610964,0.3772751],"study_design_scores_gemma":[0.003029601,0.00006364629,0.03455484,0.0001214854,0.00007269346,0.0003564974,0.0001868881,0.004965966,0.1042339,0.0002076583,0.8519514,0.0002553925],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.222524,0.0006788321,0.7757963,0.0001779022,0.0003790751,0.00007396135,0.000002312615,0.00001467574,0.0003529803],"genre_scores_gemma":[0.8232378,0.0002664117,0.175514,0.000211856,0.00007214223,0.000004500696,0.00001237428,0.00001676494,0.0006640739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7958418,"threshold_uncertainty_score":0.1551397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01624319892245408,"score_gpt":0.2374770842108069,"score_spread":0.2212338852883528,"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."}}