{"id":"W4229679929","doi":"10.4016/47196.01","title":"MWV Episode 59 - Anne K. Jones - Cyanobacteria's Potential as a Fuel Product","year":2012,"lang":"en","type":"dataset","venue":"SciVee","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cyanobacteria; Product (mathematics); Environmental science; Art; Biology; Mathematics; Paleontology; Geometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007642334,0.001656548,0.001219061,0.003278438,0.0007750475,0.002509129,0.001608505,0.001880101,0.04996531],"category_scores_gemma":[0.005298597,0.0003903701,0.001259617,0.005536372,0.0002527731,0.001626191,0.00184722,0.00143255,0.0655392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001348575,"about_ca_system_score_gemma":0.001382128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03287704,"about_ca_topic_score_gemma":0.08184845,"domain_scores_codex":[0.9993037,0.0001048458,0.00007209681,0.000193418,0.0002038781,0.0001221454],"domain_scores_gemma":[0.99837,0.0004656848,0.0002033542,0.0002973938,0.0004431251,0.0002205171],"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":[0.00007331766,0.00001413792,0.001175725,0.0008128674,0.00002295118,0.00002604042,0.00001679352,0.0001572331,0.0001038617,0.0001932347,0.9941322,0.003271507],"study_design_scores_gemma":[0.0001453957,0.00001910858,0.007183485,0.0004179808,0.00003740761,0.00006557207,0.00009203242,0.0003871426,0.000377357,0.0005636424,0.9906878,0.00002309602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002681474,0.000365546,0.00004773505,0.0001755794,0.00005792336,0.000009370653,0.9973284,0.0003133084,0.001433882],"genre_scores_gemma":[0.0005916992,0.0001496657,0.0001417136,0.00007174598,0.0000129928,0.00003315921,0.9978924,0.00004452791,0.001062145],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04996531,"threshold_uncertainty_score":0.1671507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01206271916099568,"score_gpt":0.2445895121693733,"score_spread":0.2325267930083776,"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."}}