{"id":"W2207909528","doi":"10.1002/mren.201570015","title":"Cover Picture: Macromol. React. Eng. 5/2015","year":2015,"lang":"en","type":"paratext","venue":"Macromolecular Reaction Engineering","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cover (algebra); China; Polymer science; Field (mathematics); Computer science; Art history; Materials science; Art; Engineering; Geography; Mathematics; Archaeology; Mechanical 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006063956,0.0008152996,0.0008344785,0.0002811224,0.0001573886,0.0003545653,0.0005985262,0.0007665967,0.004982081],"category_scores_gemma":[0.0001226666,0.0007417763,0.000274915,0.0002712437,0.00006641725,0.000293596,0.0001981651,0.000788727,0.02558077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003661485,"about_ca_system_score_gemma":0.0002201169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003330855,"about_ca_topic_score_gemma":0.000003806357,"domain_scores_codex":[0.9967163,0.0001320439,0.000624815,0.0008828494,0.0008375957,0.0008063906],"domain_scores_gemma":[0.9981285,0.00005585728,0.0003093242,0.0009658446,0.0002008153,0.0003396867],"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":[0.00003817197,0.00003932968,1.674673e-7,0.0001932041,0.00007285711,0.00005977981,0.0001203902,0.0004000436,0.7513927,0.00001677461,0.24573,0.001936653],"study_design_scores_gemma":[0.0001640829,0.00003796728,0.000001471848,0.0001445066,0.00006210919,0.0001126617,0.00001338875,0.0003841319,0.4684059,0.000004053622,0.53013,0.0005398217],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05466781,0.3618777,0.0545218,0.001759509,0.07443527,0.003117712,0.002616372,0.003156615,0.4438471],"genre_scores_gemma":[0.5721084,0.002728808,0.005889182,0.0009365604,0.006308649,0.0006631686,0.002133306,0.001479026,0.4077529],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5174406,"threshold_uncertainty_score":0.9995033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01440622297108459,"score_gpt":0.2263908490508861,"score_spread":0.2119846260798015,"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."}}