{"id":"W2726680096","doi":"10.1111/1750-3841.13799","title":"Using Preferred Attribute Elicitation to Determine How Males and Females Evaluate Beer","year":2017,"lang":"en","type":"article","venue":"Journal of Food Science","topic":"Sensory Analysis and Statistical Methods","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"","keywords":"Craft; Brewing; Food science; Nova scotia; Psychology; Geography; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00228594,0.0002963541,0.0002201298,0.0005625276,0.0005702304,0.0007947061,0.0001822543,0.0002785258,0.003363541],"category_scores_gemma":[0.006797059,0.0001452422,0.0001439333,0.0003403202,0.0003264912,0.0002762553,0.0008243494,0.0003684781,0.0006187712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004480505,"about_ca_system_score_gemma":0.0003366192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003995275,"about_ca_topic_score_gemma":0.008300699,"domain_scores_codex":[0.998616,0.0005947574,0.00006042649,0.0001921482,0.0003890443,0.0001475745],"domain_scores_gemma":[0.9967136,0.001847224,0.0004238957,0.0001812546,0.0006570948,0.000176926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003872038,0.001176896,0.4925917,0.0003440472,0.0001025084,0.0008201589,0.03812114,0.0006931464,0.3131694,0.001006187,0.001962829,0.1461399],"study_design_scores_gemma":[0.00004886605,0.001477856,0.9553415,0.00004402781,0.00003160776,0.0005390664,0.01837728,0.002245333,0.0161949,0.0004173846,0.005221307,0.00006093229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995259,0.00004441401,0.00200252,0.00003410117,0.000006568388,0.0001405428,0.0001553042,0.00000831028,0.002349417],"genre_scores_gemma":[0.9909719,0.0001174156,0.004872301,0.0001080048,0.00001029914,0.000385857,0.0002929375,0.00001266659,0.003228519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003995275,"threshold_uncertainty_score":0.01208937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3977682789629068,"score_gpt":0.4142002243924353,"score_spread":0.01643194542952847,"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."}}