{"id":"W1982357897","doi":"10.1111/j.1750-3841.2006.00250.x","title":"Effect of Protective Agents on the Viability of <i>Geotrichum candidum</i> during Freeze‐Drying and Storage","year":2007,"lang":"en","type":"article","venue":"Journal of Food Science","topic":"Polysaccharides and Plant Cell Walls","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Skimmed milk; Geotrichum; Freeze-drying; Trehalose; Chemistry; Shelf life; Relative humidity; Sucrose; Food science; Differential scanning calorimetry; Spray drying; Dehydration; Water activity; Chromatography; Water content; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.004153582,0.00007727172,0.0001826452,0.00003401618,0.000191854,0.00002261899,0.0003482846,0.00003091715,0.00001664431],"category_scores_gemma":[0.0003712626,0.00002253802,0.00006910884,0.0004783136,0.0002335538,0.0001397228,0.00005683014,0.0001756607,2.778297e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003116047,"about_ca_system_score_gemma":0.00001946036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001390648,"about_ca_topic_score_gemma":0.00007843311,"domain_scores_codex":[0.9988583,0.00007666552,0.0002831943,0.0001197779,0.0004669742,0.0001950877],"domain_scores_gemma":[0.9986852,0.0006606994,0.0004090168,0.00004757685,0.0001090608,0.00008848991],"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":[0.0001575681,0.00003086137,0.009900886,0.00001722606,0.000007145176,0.000003874835,0.0001411485,0.00001354805,0.9842272,0.0000246524,0.000004653592,0.005471195],"study_design_scores_gemma":[0.0001138879,0.002271317,0.2563173,0.0000600738,0.0000083184,0.00002357593,0.00008103742,0.00001843743,0.7409372,0.0001058957,0.00001928018,0.00004376433],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993238,0.00009120798,0.000004450105,0.00009779656,0.00009463837,0.0001800804,0.00001086423,0.000002144631,0.0001950343],"genre_scores_gemma":[0.9999031,0.00001241653,0.00000889101,0.00001979444,0.00004883586,5.473273e-7,6.672977e-8,3.070034e-7,0.000006050626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2464164,"threshold_uncertainty_score":0.1475605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341272348003332,"score_gpt":0.2266052104692248,"score_spread":0.2131924869891914,"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."}}