{"id":"W261993690","doi":"10.1016/j.tifs.2015.04.012","title":"Spent coffee grounds: A review on current research and future prospects","year":2015,"lang":"en","type":"review","venue":"Trends in Food Science & Technology","topic":"Coffee research and impacts","field":"Medicine","cited_by":649,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Sustainability; Flavor; Exploit; Food industry; Terpene; Coffee grounds; Polyphenol; Food science; Food products; Chemistry; Business; Biochemical engineering; Organic chemistry; Engineering; Biology; Computer science; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001026319,0.001024762,0.002130546,0.003857355,0.0003601335,0.001912187,0.0008827279,0.001120238,0.007361438],"category_scores_gemma":[0.001814669,0.0004148411,0.001083397,0.004920997,0.0005936768,0.001847749,0.001040748,0.001087797,0.001268777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000706236,"about_ca_system_score_gemma":0.002264232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002200937,"about_ca_topic_score_gemma":0.007330449,"domain_scores_codex":[0.9995633,0.00007991068,0.00009332515,0.0000942872,0.0001260723,0.00004318215],"domain_scores_gemma":[0.9991546,0.0004294995,0.0001927578,0.00001663803,0.0001594418,0.00004714349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002640823,0.0000836356,0.0006927532,0.1094851,0.000400317,0.0002703856,0.0001694832,0.0001843467,0.001574421,0.002205413,0.0250103,0.8596597],"study_design_scores_gemma":[0.0000276463,0.0001306763,0.002283973,0.02260679,0.0009510936,0.0007399179,0.0003382221,0.00004568544,0.0004784582,0.001494496,0.970863,0.00004006544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001427796,0.9991657,0.00003053659,0.0001539245,0.00009661596,0.000003052324,0.00003599449,0.000002748742,0.0003686964],"genre_scores_gemma":[0.000789517,0.9985492,0.00009715064,0.0001569785,0.000100564,0.000003384881,0.00003416353,0.000001255064,0.0002678476],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007361438,"threshold_uncertainty_score":0.02462649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.318253239701589,"score_gpt":0.5318701907513746,"score_spread":0.2136169510497857,"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."}}