{"id":"W4411946784","doi":"10.58430/jib.v131i2.76","title":"Reflections","year":2025,"lang":"en","type":"article","venue":"Journal of the Institute of Brewing","topic":"Food composition and properties","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Central City Brewers and Distillers (Canada)","funders":"","keywords":"Chemistry","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":[0.005225474,0.001040694,0.0006038107,0.000888239,0.004693244,0.009280303,0.002071399,0.007102075,0.06339335],"category_scores_gemma":[0.0407376,0.0005256502,0.001002091,0.000846556,0.002914332,0.006579173,0.005050923,0.02015174,0.03778214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003204548,"about_ca_system_score_gemma":0.005589252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002027654,"about_ca_topic_score_gemma":0.004086864,"domain_scores_codex":[0.9941819,0.00157784,0.0002509605,0.0006567534,0.002403413,0.0009290795],"domain_scores_gemma":[0.9803768,0.004480695,0.0007810458,0.0009627958,0.008026808,0.005371867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000134815,0.00001688073,0.00005783589,0.00004044012,0.000002047133,0.00006607876,0.0003270766,0.000009025243,0.00004944749,0.001468119,0.9903983,0.007551341],"study_design_scores_gemma":[0.000003023797,0.00001118671,0.0001015555,0.00008889133,0.000001457014,0.0001141495,0.0008206754,0.000007916265,0.00004461403,0.0006512466,0.9981493,0.000006099547],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008041376,0.005352718,0.0005367509,0.5504618,0.3962475,0.0000533222,0.0001849962,0.0002001996,0.04615859],"genre_scores_gemma":[0.01120452,0.01007024,0.0008533315,0.5362077,0.1464008,0.0001601075,0.0003021818,0.0004710823,0.29433],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06339335,"threshold_uncertainty_score":0.2120719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03765097601483858,"score_gpt":0.3271421777672953,"score_spread":0.2894912017524567,"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."}}