{"id":"W4244707706","doi":"10.1002/bbb.1766","title":"Cover Image, Volume 11, Issue 2","year":2017,"lang":"en","type":"paratext","venue":"Biofuels Bioproducts and Biorefining","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Cover (algebra); Volume (thermodynamics); Environmental science; Image (mathematics); Production (economics); STREAMS; Computer science; Computer vision; Engineering; Economics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000331362,0.001437534,0.001188823,0.002073199,0.0009582412,0.005097192,0.001204784,0.002454431,0.7454804],"category_scores_gemma":[0.002553425,0.0004295304,0.0009086074,0.001678913,0.0006444609,0.002679812,0.001750941,0.002830058,0.6229051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069231,"about_ca_system_score_gemma":0.0007496804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00160223,"about_ca_topic_score_gemma":0.003644205,"domain_scores_codex":[0.9996537,0.00002528759,0.00001625481,0.00005220214,0.0002089384,0.00004370821],"domain_scores_gemma":[0.9987213,0.0002484796,0.0000844378,0.00006581481,0.0005488198,0.0003310878],"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":[0.00001221708,0.000007968965,0.00001565158,0.00008481944,0.000001243039,0.00002289495,0.000002250186,0.00001277768,0.0001353437,0.0001728039,0.9848449,0.0146873],"study_design_scores_gemma":[0.000008688539,0.00001148219,0.0001865567,0.0001059819,0.000001866402,0.00009682598,0.00001225654,0.00004972822,0.00009693001,0.0002706467,0.999155,0.000004012713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004666132,0.01210999,0.001349368,0.01947174,0.1776155,0.0003241877,0.004659371,0.002429506,0.7815737],"genre_scores_gemma":[0.001165221,0.004801202,0.00034929,0.005563925,0.02860273,0.00008499398,0.0017804,0.0004519323,0.9572003],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2545196,"threshold_uncertainty_score":0.3630413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02033306935536695,"score_gpt":0.2650632713374884,"score_spread":0.2447302019821215,"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."}}