{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006017879,0.0009843815,0.001048642,0.0003000932,0.001108508,0.0004816413,0.0007221313,0.001597624,0.009811707],"category_scores_gemma":[0.0003182711,0.0007733455,0.0002053661,0.0002197385,0.001194475,0.00042459,0.0005078482,0.0008153418,0.04435938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007512531,"about_ca_system_score_gemma":0.000176422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00166361,"about_ca_topic_score_gemma":0.00005582385,"domain_scores_codex":[0.9957776,0.0001399945,0.0006862017,0.002107462,0.0003270174,0.000961742],"domain_scores_gemma":[0.9970151,0.00003089097,0.0008364532,0.00155739,0.0003280673,0.0002320997],"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":[0.0001266532,0.00009073046,0.0001820304,0.0004595488,0.0002059384,0.00003265542,0.0001057351,0.000001351381,0.03014187,0.0002714703,0.9081885,0.06019355],"study_design_scores_gemma":[0.0004490338,0.0002160347,0.0006977255,0.0002058898,0.0001317217,0.00008189939,0.00003438092,0.00001037964,0.01614433,0.0001888131,0.9807096,0.001130197],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05062936,0.05534708,0.00001901014,0.01444458,0.03892369,0.001189155,0.001455222,0.0008136078,0.8371783],"genre_scores_gemma":[0.03434058,0.007294597,0.001607008,0.0006325495,0.01422027,0.00003949317,0.002283247,0.0001577699,0.9394245],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1022462,"threshold_uncertainty_score":0.9996985,"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."}}