{"id":"W4392842746","doi":"10.1520/stp11548s","title":"Front Matter","year":2003,"lang":"en","type":"paratext","venue":"","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Land reclamation; Environmental science; Sediment; Geology; Geography; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006067126,0.001214024,0.001015721,0.001494355,0.001355357,0.00673666,0.001394509,0.003450487,0.8518308],"category_scores_gemma":[0.0021031,0.0004092465,0.0007633581,0.00138794,0.0006422551,0.003675225,0.002548401,0.002146375,0.8383591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063575,"about_ca_system_score_gemma":0.001339586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009624116,"about_ca_topic_score_gemma":0.00179462,"domain_scores_codex":[0.9990891,0.00006125624,0.00005176546,0.0002956292,0.0004096147,0.00009257703],"domain_scores_gemma":[0.998834,0.0001742394,0.0000625394,0.0001621522,0.0004514778,0.0003156847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004819082,0.00006559866,0.0003318463,0.0003527311,0.000007553748,0.0001293459,0.00006217352,0.00005862622,0.0009053997,0.004878353,0.7782083,0.2149519],"study_design_scores_gemma":[0.000003724879,0.000009975302,0.0001745142,0.00006052517,0.000001402198,0.00006870852,0.00002959765,0.00002099696,0.0000812195,0.0003558738,0.9991905,0.000002979611],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006543886,0.003950729,0.001087906,0.004087423,0.01142899,0.00009931662,0.002280722,0.001423973,0.9749866],"genre_scores_gemma":[0.001096208,0.001943704,0.0005028069,0.001895985,0.001359405,0.00002873898,0.001224613,0.0003491466,0.9915994],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1481692,"threshold_uncertainty_score":0.2113453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01988465241374353,"score_gpt":0.214701388882343,"score_spread":0.1948167364685995,"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."}}