{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001068267,0.0006212649,0.0003297098,0.001246554,0.002625534,0.007717592,0.001095357,0.004523263,0.4808181],"category_scores_gemma":[0.003252734,0.0002715176,0.0004171855,0.001141672,0.0005419928,0.002710865,0.002321798,0.003540511,0.288393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0031012,"about_ca_system_score_gemma":0.007878917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007752261,"about_ca_topic_score_gemma":0.0115945,"domain_scores_codex":[0.9987804,0.00009420724,0.00002871619,0.0001576119,0.0006403398,0.0002987585],"domain_scores_gemma":[0.9976389,0.0001680619,0.00008018484,0.0001394251,0.0008556306,0.00111771],"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":[0.00001258602,0.00001686605,0.00005571366,0.00001778689,6.636945e-7,0.00003699728,0.00001214669,0.00001803578,0.00007180994,0.004916078,0.9782792,0.01656218],"study_design_scores_gemma":[0.000003023028,0.000002826268,0.0001190527,0.00000959548,3.241197e-7,0.00001057085,0.00002738714,0.00001728348,0.00002253991,0.0004432781,0.9993431,0.000001127193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007001966,0.001651009,0.0003941824,0.06482798,0.02052615,0.0001221047,0.001410326,0.0003111489,0.910057],"genre_scores_gemma":[0.002131316,0.0005153485,0.00007629657,0.006631372,0.00199282,0.00003515573,0.0004193437,0.0000549237,0.9881434],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5191819,"threshold_uncertainty_score":0.74055,"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."}}