{"id":"W2184201980","doi":"","title":"Critical analysis of emerging forest biorefinery (FBR) technologies for ethanol production.","year":2010,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Forest ecology and management","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Process integration; Engine department; Engineering design process; Process (computing); Manufacturing engineering; Engineering management; Mechanical engineering; Computer science; Process engineering; Operating system","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":[0.0006841875,0.0002169804,0.0003491275,0.000567532,0.0002350877,0.00003169605,0.0005149689,0.0003075975,0.0002299562],"category_scores_gemma":[0.001202864,0.000204397,0.0002325893,0.001248195,0.0006256679,0.0002833378,0.0003820074,0.0003351409,0.0000155524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001204111,"about_ca_system_score_gemma":0.00002356537,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001723038,"about_ca_topic_score_gemma":0.01888454,"domain_scores_codex":[0.9982833,0.00003106703,0.0004018295,0.0005005792,0.0002287499,0.0005544336],"domain_scores_gemma":[0.9987743,0.0001472904,0.0001573018,0.00079406,0.0000401805,0.00008684003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001297536,0.0007128285,0.5897591,0.00007941795,0.000502491,0.00001595584,0.0002228543,0.02721871,0.1233904,0.2282914,0.01114399,0.01853317],"study_design_scores_gemma":[0.0005223677,0.0004050655,0.6571913,0.00002443925,0.001366154,0.0000274532,0.0004444372,0.1606473,0.1141526,0.05040472,0.0138998,0.0009143863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6426092,0.0001032578,0.3432031,0.01105292,0.0003997301,0.001000092,0.00004090647,0.0007722928,0.000818524],"genre_scores_gemma":[0.9264235,0.00003574454,0.07194308,0.0002721407,0.00003323522,0.0007761702,0.00002002307,0.00002454408,0.0004714919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2838144,"threshold_uncertainty_score":0.9990183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007461443280580866,"score_gpt":0.2388608457596874,"score_spread":0.2313994024791066,"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."}}