{"id":"W4236976053","doi":"10.1002/bbb.1754","title":"Cover Image, Volume 11, Issue 1","year":2017,"lang":"en","type":"paratext","venue":"Biofuels Bioproducts and Biorefining","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cover (algebra); Image (mathematics); Volume (thermodynamics); Stover; Business; Computer science; Geography; Engineering; Forestry; Artificial intelligence; Crop","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":[0.0004829167,0.0005938827,0.0007159642,0.00004061607,0.0009534801,0.0007593163,0.0006327863,0.0006850379,0.01008117],"category_scores_gemma":[0.0001237804,0.0002409186,0.0001472465,0.0001418425,0.0005089924,0.0002699867,0.0004979308,0.0003638376,0.007250747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007135663,"about_ca_system_score_gemma":0.00008999104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007644161,"about_ca_topic_score_gemma":0.0000960428,"domain_scores_codex":[0.9971372,0.00006667197,0.0004885627,0.001339643,0.0002407536,0.0007271026],"domain_scores_gemma":[0.9987496,0.00004846731,0.0004224129,0.0003155898,0.0002287528,0.000235197],"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":[0.0000409248,0.0001217368,0.0009929156,0.0002545803,0.0000707327,0.00002043117,0.0001154221,7.37902e-8,0.01993104,0.00004727922,0.6741499,0.304255],"study_design_scores_gemma":[0.0001303201,0.0001815572,0.008911051,0.00009918614,0.00002602206,0.00001470803,0.0001453119,0.000002146358,0.003081269,0.00006112051,0.9865978,0.000749463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7433974,0.01567799,0.000002599993,0.04584052,0.008234671,0.001661708,0.002560474,0.0002386504,0.182386],"genre_scores_gemma":[0.06789507,0.003219066,0.0007827262,0.001144092,0.005026421,0.00005992712,0.001554204,0.000009946069,0.9203085],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7379226,"threshold_uncertainty_score":0.9935222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01763318678872084,"score_gpt":0.237543252714768,"score_spread":0.2199100659260471,"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."}}