{"id":"W4246573376","doi":"10.1002/wat2.1263","title":"Cover Image, Volume 4, Issue 6","year":2017,"lang":"en","type":"paratext","venue":"Wiley Interdisciplinary Reviews Water","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Cover (algebra); Hydrology (agriculture); Image (mathematics); Drainage basin; Volume (thermodynamics); Environmental science; Geology; Remote sensing; Computer science; Geography; Engineering; Computer vision; Cartography; Geotechnical engineering; Physics","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001943429,0.001003437,0.002131187,0.0002417087,0.0009152289,0.001454374,0.0029805,0.0005458497,0.3717645],"category_scores_gemma":[0.00006132152,0.0005964017,0.0008518506,0.00007778407,0.0006426311,0.0009068655,0.006090457,0.0009591639,0.8942017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002035486,"about_ca_system_score_gemma":0.0001404642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005551396,"about_ca_topic_score_gemma":0.000008083413,"domain_scores_codex":[0.9943913,0.0005104738,0.001335365,0.001498731,0.0007347763,0.001529381],"domain_scores_gemma":[0.9958811,0.00004009267,0.0005799156,0.00285313,0.0002360238,0.0004097385],"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":[0.0000522363,0.0001122834,0.000002370861,0.001446681,0.00003285096,0.00009991087,0.0003903046,0.000003014041,0.02598373,0.000001698825,0.9658862,0.005988732],"study_design_scores_gemma":[0.0002692374,0.0001996225,0.000008668149,0.003267206,0.00007362271,0.00005446322,0.0000161023,0.00002344477,0.01350597,0.0001344621,0.9815643,0.0008828803],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002790546,0.04779811,0.0001902926,0.003351643,0.01461016,0.002525676,0.0009615445,0.0001087239,0.9276633],"genre_scores_gemma":[0.0007749613,0.02101948,0.0004010129,0.000280505,0.00413223,0.00054245,0.001063308,0.0001932078,0.9715928],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5224372,"threshold_uncertainty_score":0.9996487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03317784580111299,"score_gpt":0.3611584716854586,"score_spread":0.3279806258843456,"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."}}