{"id":"W3135802120","doi":"10.1016/j.biombioe.2021.106014","title":"Analytical procedures, data reporting and selected reference values for biological hydrogen production","year":2021,"lang":"en","type":"article","venue":"Biomass and Bioenergy","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"U.S. Air Force Academy; Ankara Universitesi","keywords":"Biohydrogen; Multidisciplinary approach; Biochemical engineering; Listing (finance); Computer science; Data science; Management science; Hydrogen production; Chemistry; Hydrogen; Engineering; Social science; Sociology; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.0002777721,0.00008669332,0.0001136108,0.00001304805,0.0001193936,0.00003550666,0.00007418839,0.00008321521,0.00005029432],"category_scores_gemma":[0.0006010751,0.0000615009,0.00001221357,0.0001908878,0.0001059415,0.0000876063,0.0002317506,0.00002942521,0.000001714066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001664701,"about_ca_system_score_gemma":0.00002351371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001454114,"about_ca_topic_score_gemma":0.0003300116,"domain_scores_codex":[0.9989423,0.00002655613,0.0002635113,0.0005253074,0.00008402624,0.0001583671],"domain_scores_gemma":[0.9995634,0.00001644741,0.000154475,0.0001768551,0.00002623431,0.00006261133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000192049,0.00004320813,0.04193842,0.00002822209,0.0000107908,0.000004991394,0.00001361798,0.000001090624,0.9495212,0.00006313354,0.002029853,0.0063262],"study_design_scores_gemma":[0.0004929157,0.000322633,0.1779056,0.0000407316,0.00008303778,0.0002636395,0.0001113239,0.005928991,0.713492,0.0008698247,0.09991594,0.000573282],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986068,0.0003564777,0.00004577518,0.0006354342,0.00004957235,0.00009527193,0.00002471466,0.00002415793,0.000161796],"genre_scores_gemma":[0.9970348,0.0004432882,0.001609701,0.0000554017,0.0001129552,0.000005255476,0.0004579881,0.000004649231,0.00027595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2360292,"threshold_uncertainty_score":0.2507934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07876633061362613,"score_gpt":0.2851504174442586,"score_spread":0.2063840868306324,"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."}}