{"id":"W4307833993","doi":"10.1002/pol.20220593","title":"Issue Information ‐ Cover Description","year":2022,"lang":"en","type":"paratext","venue":"Journal of Polymer Science","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McMaster University","funders":"","keywords":"Cover (algebra); Citation; Information retrieval; Computer science; World Wide Web; Library science; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001073782,0.0001803592,0.0002613463,0.0005008507,0.0003519926,0.0002334466,0.001553947,0.0001169035,0.1239275],"category_scores_gemma":[0.000150984,0.0001531926,0.0001007906,0.0012149,0.0007414219,0.004127468,0.0005463688,0.0005867702,0.02812589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007091708,"about_ca_system_score_gemma":0.0002882589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008144422,"about_ca_topic_score_gemma":0.000001441292,"domain_scores_codex":[0.9969739,0.00005042213,0.0006797624,0.0001848326,0.001805283,0.0003057444],"domain_scores_gemma":[0.998193,0.00002867134,0.001264653,0.000341144,0.00005634364,0.0001161903],"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":[0.00002010081,0.0000301994,0.00005561283,0.00001244798,0.000007232518,0.000004497752,0.0004622087,0.001690063,0.02005827,0.00004729392,0.9622893,0.01532278],"study_design_scores_gemma":[0.000179203,0.0002093907,0.0002256665,0.0000203708,0.00001594534,0.0001414562,0.0002589592,0.0002071632,0.09151965,0.00004339941,0.9069675,0.0002112802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04798155,0.003983683,0.005886755,0.002925201,0.02991774,0.0005522048,0.00008068432,0.00007703477,0.9085951],"genre_scores_gemma":[0.4109952,0.001689019,0.002293378,0.004314814,0.0007754398,0.00003225995,0.00004418111,0.00004954874,0.5798061],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3630137,"threshold_uncertainty_score":0.9726308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254265450495095,"score_gpt":0.2535883367296501,"score_spread":0.2410456822246991,"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."}}