{"id":"W2329369859","doi":"10.2174/187221560703140204124201","title":"Patent Landscape for Biological Hydrogen Production","year":2014,"lang":"en","type":"article","venue":"Recent Patents on DNA & Gene Sequences","topic":"Algal biology and biofuel production","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Biohydrogen; Hydrogen production; Dark fermentation; Hydrogen; Environmental science; Biomass (ecology); Fermentative hydrogen production; Commercialization; Production (economics); Biochemical engineering; Waste management; Biotechnology; Chemistry; Business; Engineering; Ecology; Biology; Economics; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004048275,0.0005664647,0.0004732749,0.005182018,0.001562202,0.005685853,0.001350694,0.002409737,0.03239644],"category_scores_gemma":[0.01374672,0.0001735721,0.0008046474,0.004878991,0.001307004,0.003469024,0.0007790472,0.001895207,0.006147524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005877476,"about_ca_system_score_gemma":0.01175931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01973516,"about_ca_topic_score_gemma":0.01541094,"domain_scores_codex":[0.9968439,0.0002064848,0.0001817105,0.0003166051,0.002079726,0.0003716112],"domain_scores_gemma":[0.989354,0.00327658,0.001193219,0.0005479887,0.004646513,0.0009817131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001957901,0.00009599751,0.001915835,0.001309225,0.00005070533,0.001646428,0.0002788806,0.0009299502,0.00938369,0.1568536,0.2569427,0.5703973],"study_design_scores_gemma":[0.00001877844,0.00007163423,0.002911249,0.0005935513,0.00004897391,0.0008242526,0.0001151953,0.0004329732,0.002777973,0.009056953,0.983125,0.00002346927],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02494422,0.1428831,0.009918068,0.05138437,0.003740049,0.0003602122,0.006580648,0.0007237743,0.7594656],"genre_scores_gemma":[0.4259115,0.2305298,0.01428137,0.02485296,0.006759084,0.0004905194,0.01647987,0.0004137427,0.2802812],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03239644,"threshold_uncertainty_score":0.1083769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07903275440205597,"score_gpt":0.2615812401069997,"score_spread":0.1825484857049438,"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."}}