{"id":"W4240330473","doi":"10.1002/bbb.2051","title":"Cover Image, Volume 13, Issue 5","year":2019,"lang":"en","type":"paratext","venue":"Biofuels Bioproducts and Biorefining","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; Western University","funders":"","keywords":"Cover (algebra); Fructose; Image (mathematics); Volume (thermodynamics); Corn starch; Starch; Art; Chemistry; Food science; Computer science; Artificial intelligence; Physics; 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":[0.0002732041,0.0008160401,0.0007592647,0.0003762866,0.000175829,0.0002975193,0.0003435111,0.0009130443,0.00845607],"category_scores_gemma":[0.00002733023,0.0007023343,0.0001513289,0.0004231535,0.0002556846,0.0002976622,0.0002132389,0.0007768149,0.08099921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008951172,"about_ca_system_score_gemma":0.00006894854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006543753,"about_ca_topic_score_gemma":8.089271e-7,"domain_scores_codex":[0.9971585,0.00003880815,0.0005420808,0.001197999,0.0003445662,0.0007179976],"domain_scores_gemma":[0.9986525,0.00001551001,0.0001671841,0.0008035523,0.0001509233,0.0002103212],"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":[0.00002200139,0.00002784611,0.00002847514,0.001986334,0.0001102261,0.000005595911,0.00008970022,0.00002342678,0.05032754,0.000004128407,0.9325756,0.01479913],"study_design_scores_gemma":[0.0004199251,0.0001120605,0.0001356554,0.0002082997,0.00005648981,0.00003163013,0.00006374117,0.0003305184,0.02842334,0.000006690315,0.9691862,0.001025396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06075089,0.1232414,0.0002606025,0.006432628,0.09707399,0.002637946,0.002434104,0.00204905,0.7051194],"genre_scores_gemma":[0.04922997,0.02126428,0.001742711,0.0006684976,0.007633178,0.00002524863,0.001385076,0.0003270466,0.917724],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2126046,"threshold_uncertainty_score":0.9995428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01088059047674685,"score_gpt":0.217436776246048,"score_spread":0.2065561857693012,"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."}}