{"id":"W1994262757","doi":"10.1098/rsfs.2012.0093","title":"Biofuels, science and society","year":2012,"lang":"en","type":"article","venue":"Interface Focus","topic":"Algal biology and biofuel production","field":"Energy","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Victoria Park","funders":"","keywords":"Data science; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000917081,0.0005378152,0.0003854254,0.001838931,0.001419909,0.006762858,0.0004033771,0.002225975,0.05941274],"category_scores_gemma":[0.001137631,0.0001788575,0.0001827105,0.001943495,0.002089058,0.005441432,0.002116377,0.001667,0.005771582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002544316,"about_ca_system_score_gemma":0.00240825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002892292,"about_ca_topic_score_gemma":0.008060276,"domain_scores_codex":[0.999616,0.00005534161,0.00001594709,0.00005513515,0.0001984272,0.00005903671],"domain_scores_gemma":[0.9994966,0.0000834133,0.00005019389,0.00002764506,0.0001652458,0.0001768693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000711376,0.00008678662,0.001851163,0.0004202746,0.00002151125,0.0002117374,0.0006269606,0.0001951798,0.005852211,0.5071405,0.219895,0.2636276],"study_design_scores_gemma":[0.000006429532,0.00003006249,0.001019172,0.00009138919,0.00001152658,0.0001367743,0.0008726162,0.0001038137,0.0007032515,0.05318811,0.9438297,0.00000722678],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02314379,0.1682038,0.004811537,0.2022208,0.02437221,0.00004368346,0.0004039576,0.0002818395,0.5765184],"genre_scores_gemma":[0.2705624,0.1711682,0.006517027,0.0221361,0.0194077,0.00009653937,0.0004333958,0.0002275036,0.5094512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9985801,"threshold_uncertainty_score":0.1987554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01644534703730429,"score_gpt":0.2620461786385,"score_spread":0.2456008316011958,"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."}}