{"id":"W4406504274","doi":"10.1016/s0967-0653(97)87508-4","title":"10.1016/s0967-0653(97)87508-4","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Integrated Water Resources Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Benthic zone; Spatial distribution; Geology; Composition (language); Environmental science; Oceanography; Particle (ecology); Distribution (mathematics); Remote sensing; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001529326,0.0001687107,0.0001237339,0.00003905511,0.00009397238,0.00006045282,0.0004374962,0.00004803387,0.9998438],"category_scores_gemma":[0.000009116006,0.0001467189,0.00005341091,0.0002537372,0.00006900557,0.0001225349,0.0001693592,0.0001115082,0.9999644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508939,"about_ca_system_score_gemma":0.000002288479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002421677,"about_ca_topic_score_gemma":0.000001556006,"domain_scores_codex":[0.9987538,0.00004349943,0.0001685535,0.0003366368,0.0003147195,0.0003828342],"domain_scores_gemma":[0.9994286,0.00001118845,0.00002523287,0.0003769267,0.00000427233,0.0001537931],"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":[0.00003733779,0.00004564561,4.277722e-7,0.000001706444,0.000009089338,0.00001147587,0.00005263208,0.001871256,0.0000168374,4.073414e-7,0.176245,0.8217081],"study_design_scores_gemma":[0.0001494824,0.0001072495,0.00002213875,0.000007776604,0.00001162847,0.000003352932,0.000002223605,0.000622951,0.0002591372,0.00001212204,0.9985997,0.0002022002],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009554223,0.000006930085,0.00000243522,0.0002827323,0.000001329109,0.0002607543,0.00000500364,0.0001294685,0.9983559],"genre_scores_gemma":[0.000170602,1.105868e-7,0.0001940395,0.0001397519,0.00004477327,0.00002767679,0.0000110921,0.00002577138,0.9993862],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8223547,"threshold_uncertainty_score":0.5983024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004864572527788112,"score_gpt":0.1545105988612221,"score_spread":0.149646026333434,"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."}}