{"id":"W2594585540","doi":"10.1038/srep44028","title":"Portable Infrared Laser Spectroscopy for On-site Mycotoxin Analysis","year":2017,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Mycotoxins in Agriculture and Food","field":"Agricultural and Biological Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"FP7 Research for the Benefit of SMEs; Research Executive Agency; European Commission","keywords":"Mycotoxin; Aflatoxin; Contamination; Quantum cascade laser; Principal component analysis; Environmental science; Environmental chemistry; Chemistry; Food science; Biology; Computer science; Chromatography; Cascade; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006087408,0.0005149184,0.0002538818,0.0008797076,0.0003361991,0.0004934848,0.0005651162,0.000693311,0.003888168],"category_scores_gemma":[0.0004648095,0.000258524,0.0003050044,0.0006720793,0.0002919495,0.0005564924,0.0005379064,0.0007280817,0.001073292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000346802,"about_ca_system_score_gemma":0.0004591077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000769672,"about_ca_topic_score_gemma":0.001744216,"domain_scores_codex":[0.9994498,0.00009602433,0.00001864579,0.0001478905,0.0002534787,0.00003420866],"domain_scores_gemma":[0.9995885,0.0001300412,0.00009142102,0.0000676323,0.00009651998,0.00002592719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006259343,0.00009451983,0.002230674,0.00007087206,0.00001437351,0.00003315061,0.00002552353,0.0005272164,0.9731083,0.0002813637,0.0005145081,0.02303685],"study_design_scores_gemma":[0.0000311131,0.0003598424,0.01099594,0.00003195534,0.00004156228,0.0003308659,0.00008666545,0.0444557,0.9351765,0.0006476909,0.00779444,0.00004772397],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5541645,0.001758685,0.4254303,0.0005953293,0.0002085355,0.0003634579,0.002254683,0.00412651,0.01109792],"genre_scores_gemma":[0.6828147,0.0009697244,0.3097815,0.0003100145,0.00006113907,0.000245487,0.0006144153,0.0001606152,0.005042464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003888168,"threshold_uncertainty_score":0.01300716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176878850434742,"score_gpt":0.2500955316962304,"score_spread":0.2324076466527563,"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."}}