{"id":"W4211137187","doi":"10.1002/047167849x.bio081.pub2","title":"By‐Product Utilization","year":2020,"lang":"en","type":"other","venue":"Bailey's Industrial Oil and Fat Products","topic":"Food Chemistry and Fat Analysis","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Refining (metallurgy); Cottonseed; Canola; Cottonseed oil; Pulp and paper industry; Sunflower; Palm oil; Chemistry; Environmental science; Food science; Agronomy; Engineering; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010319,0.0003545085,0.0004356665,0.00001785491,0.0001184292,0.0001000602,0.0002666043,0.0004846589,0.002381279],"category_scores_gemma":[0.0002104088,0.000154098,0.00007974714,0.0006006409,0.0001077189,0.00005732706,0.0001065023,0.0003542628,0.00007362635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001280226,"about_ca_system_score_gemma":0.00001678174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003226608,"about_ca_topic_score_gemma":0.00006902563,"domain_scores_codex":[0.9982472,0.00006381172,0.0002570619,0.0008771144,0.0002689753,0.0002858541],"domain_scores_gemma":[0.9994243,0.00002711769,0.0002182136,0.0001265699,0.00003764454,0.0001661068],"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":[0.00001893955,0.0000373099,0.00006157281,0.00002892418,0.00005232351,0.000003291456,0.000008641138,4.233186e-8,0.03043734,0.00001144388,0.6961624,0.2731778],"study_design_scores_gemma":[0.0001931928,0.00007268071,0.00001644799,0.00007096996,0.00009622525,0.000002680654,0.00004122327,0.000001462147,0.01510244,0.00001012171,0.9840228,0.0003697809],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01161155,0.02555244,8.439953e-7,0.02988626,0.002430865,0.0004868402,0.002068212,0.001140557,0.9268224],"genre_scores_gemma":[0.02096786,0.00294652,0.00003470457,0.0003033234,0.01425443,0.00002511748,0.002967054,0.00002882912,0.9584721],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2878604,"threshold_uncertainty_score":0.9985307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06278955936953633,"score_gpt":0.221140544379537,"score_spread":0.1583509850100007,"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."}}