{"id":"W4233375571","doi":"10.1002/biot.201200055","title":"BiotecVisions 2012, August","year":2012,"lang":"en","type":"article","venue":"Biotechnology Journal","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Weyerhauser (Canada)","funders":"","keywords":"Library science; Citation; Watson; Biofuel; Management; Economics; Computer science; Engineering; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002081101,0.0001051148,0.00009385456,0.0002399066,0.000138356,0.00001804319,0.000162102,0.0004402377,0.0008968347],"category_scores_gemma":[0.0000185653,0.00008703527,0.00005662759,0.000191948,0.00008840654,0.0002570304,0.00003788001,0.0006615104,0.0006493509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005096211,"about_ca_system_score_gemma":0.000008654916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.502138e-7,"about_ca_topic_score_gemma":1.699914e-7,"domain_scores_codex":[0.9993223,0.00001334695,0.0001591255,0.00007354704,0.00008331628,0.0003483869],"domain_scores_gemma":[0.9996438,0.000005875698,0.00003104145,0.0001719005,0.00001736398,0.0001300092],"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":[0.000008911546,0.00009126151,0.001166041,0.00002941721,0.00008574006,0.000009572217,0.00005911052,0.00002992723,0.3077107,0.001536125,0.6035398,0.08573342],"study_design_scores_gemma":[0.0001772309,0.00002599561,0.001221879,0.000007499823,0.00001036146,0.0008962164,0.00008914348,0.00009618905,0.1274183,0.0001129514,0.8698101,0.0001341205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8337381,0.03984502,0.03899239,0.03849748,0.0264094,0.0003728666,0.00001833588,0.004885993,0.01724037],"genre_scores_gemma":[0.9937431,0.001880474,0.002852107,0.0001070322,0.0008281324,0.00000116869,0.000001508215,0.0000199005,0.0005665675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2662703,"threshold_uncertainty_score":0.981971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222650479780124,"score_gpt":0.2159134468615765,"score_spread":0.2036869420637753,"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."}}