{"id":"W2790831645","doi":"10.3390/s18020377","title":"Non-Destructive Spectroscopic Techniques and Multivariate Analysis for Assessment of Fat Quality in Pork and Pork Products: A Review","year":2018,"lang":"en","type":"review","venue":"Sensors","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Quality (philosophy); Quality assessment; Hyperspectral imaging; Iodine value; Biochemical engineering; Process engineering; Food science; Computer science; Biotechnology; Chemistry; Artificial intelligence; Engineering; Reliability engineering; Biology; Evaluation methods; 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":[0.001031234,0.001355826,0.001317757,0.003804606,0.0003840839,0.001185861,0.001151453,0.0012735,0.004213253],"category_scores_gemma":[0.001143634,0.0004635855,0.0008927849,0.003397912,0.0006324933,0.001834836,0.0006406106,0.00153779,0.002162461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004704514,"about_ca_system_score_gemma":0.0009958403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137986,"about_ca_topic_score_gemma":0.001603082,"domain_scores_codex":[0.9994884,0.00005828328,0.00005300451,0.0001076855,0.0002607158,0.00003195915],"domain_scores_gemma":[0.9991498,0.0004192801,0.0001109882,0.00003011153,0.000259223,0.00003065346],"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":[0.00004090214,0.0001523016,0.0005079179,0.02323229,0.0001326326,0.0002457862,0.0001102557,0.0009109719,0.01054829,0.005283555,0.01457876,0.9442562],"study_design_scores_gemma":[0.000007574442,0.0001943035,0.001884292,0.003453024,0.0002141602,0.002091304,0.0001497388,0.0008301194,0.007797696,0.003474485,0.9798279,0.00007526059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004260178,0.9952866,0.001936337,0.0002278061,0.0002752675,0.00001385934,0.00003587034,0.00002359899,0.001774576],"genre_scores_gemma":[0.002220229,0.993538,0.002358899,0.0001414077,0.0002362391,0.00001886696,0.00006142557,0.000007706069,0.001417232],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004213253,"threshold_uncertainty_score":0.01409471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06325614674195124,"score_gpt":0.4354867959694505,"score_spread":0.3722306492274993,"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."}}