{"id":"W4386830638","doi":"10.1039/d3ay01132a","title":"Recent developments of e-sensing devices coupled to data processing techniques in food quality evaluation: a critical review","year":2023,"lang":"en","type":"review","venue":"Analytical Methods","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science; Quality (philosophy); Biochemical engineering; Process engineering; Engineering; Physics","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":[0.001663913,0.00104057,0.001900565,0.005311626,0.0003942152,0.001574539,0.001037025,0.001507342,0.004521492],"category_scores_gemma":[0.002927938,0.0005024174,0.001488434,0.005340705,0.0005544247,0.001974812,0.0008124312,0.00132666,0.001237968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006660901,"about_ca_system_score_gemma":0.002223559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001688273,"about_ca_topic_score_gemma":0.002730841,"domain_scores_codex":[0.9992952,0.0001521819,0.0001701623,0.0001061402,0.0002359733,0.00004029339],"domain_scores_gemma":[0.996968,0.002149314,0.0002946934,0.00004995859,0.0004850476,0.00005306042],"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":[0.00008722937,0.00009188794,0.0003309144,0.1897538,0.0003408669,0.0002205143,0.0001784874,0.0004285123,0.001814698,0.003733076,0.01369398,0.789326],"study_design_scores_gemma":[0.00002536629,0.0002692153,0.001907492,0.06047573,0.001331925,0.001304274,0.0002509748,0.0002333464,0.001206581,0.002291586,0.9306381,0.00006543405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000102062,0.999034,0.0001446787,0.0001370238,0.00009203434,0.0000111526,0.00002178804,0.000004274873,0.0004530055],"genre_scores_gemma":[0.0005703693,0.9987094,0.0003098568,0.0001410583,0.00007892774,0.00001277902,0.00002386779,0.000001515289,0.0001521521],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005311626,"threshold_uncertainty_score":0.01512587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5548792468189769,"score_gpt":0.5968470885700248,"score_spread":0.04196784175104784,"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."}}