{"id":"W4254576455","doi":"10.1002/bbb.98","title":"Business highlights","year":2008,"lang":"en","type":"article","venue":"Biofuels Bioproducts and Biorefining","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commercialization; Cellulosic ethanol; Competition (biology); Business; Chemistry; Engineering; Business administration; Chemical engineering; Marketing; Cellulose; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001562879,0.000159068,0.0001770395,0.00001678021,0.000478645,0.00004306014,0.0001249496,0.00009851618,0.0001082224],"category_scores_gemma":[0.00004109077,0.00005681158,0.00002936942,0.0003398062,0.0001923788,0.0001295569,0.0000946701,0.00006699019,0.00002903603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000177448,"about_ca_system_score_gemma":0.00002052452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001607776,"about_ca_topic_score_gemma":0.00003483988,"domain_scores_codex":[0.9989234,0.00002150063,0.0001990837,0.0004501378,0.0001076476,0.0002982212],"domain_scores_gemma":[0.999625,0.00003042149,0.00005552416,0.00006595638,0.0001189871,0.0001041549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008364365,0.0002927821,0.1196164,0.00005957012,0.00004102302,0.00008149903,0.0006853224,1.8705e-7,0.3311187,0.004961465,0.000878335,0.5421811],"study_design_scores_gemma":[0.0001132596,0.00009902862,0.6593317,0.00001126741,0.000004161983,0.00006951561,0.0001624864,0.00000150675,0.01432761,0.0002930648,0.3253017,0.0002847227],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889662,0.0006263355,6.82981e-7,0.009379585,0.0001703393,0.0001151926,0.00001235057,0.0000892325,0.0006400555],"genre_scores_gemma":[0.9973416,0.0004783794,0.0005071633,0.000392284,0.0003077897,0.00000791592,0.00002938712,8.839525e-7,0.0009345837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5418963,"threshold_uncertainty_score":0.3681399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129686011102179,"score_gpt":0.1771917722602033,"score_spread":0.1558949121491815,"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."}}