{"id":"W4411351419","doi":"10.2196/69212","title":"Fermented Food Consumption Across European Regions: Protocol for the Development and Validation of the Web-Based Fermented Foods Frequency Questionnaire (3FQ)","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Sensory Analysis and Statistical Methods","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Protocol (science); Consumption (sociology); Food frequency questionnaire; Environmental health; Computer science; Medicine; World Wide Web; Sociology; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04156879,0.002170028,0.00250989,0.002872956,0.002281442,0.001850071,0.001827054,0.002856837,0.03058294],"category_scores_gemma":[0.03318623,0.001638046,0.002870675,0.002209939,0.001528207,0.001610061,0.0030255,0.002889109,0.00972454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002790208,"about_ca_system_score_gemma":0.01152887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003617122,"about_ca_topic_score_gemma":0.004683667,"domain_scores_codex":[0.9823961,0.01103645,0.003233844,0.001220968,0.001093579,0.001018968],"domain_scores_gemma":[0.9774146,0.007127825,0.002042971,0.003422022,0.009149272,0.0008432511],"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":[0.03077127,0.01667095,0.04522985,0.04228708,0.001097287,0.004740057,0.02776088,0.008481357,0.01996005,0.02197931,0.3025739,0.4784479],"study_design_scores_gemma":[0.02058134,0.01159663,0.1760914,0.02112902,0.0005427041,0.001774109,0.01261222,0.005338265,0.01003671,0.01050265,0.7290496,0.0007453217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01787462,0.0006289262,0.02934291,0.0006597818,0.0003568232,0.9311976,0.01305579,0.0002620099,0.006621479],"genre_scores_gemma":[0.006382565,0.0003364758,0.01679818,0.0003201667,0.00005105182,0.9718417,0.003297067,0.00003291611,0.00093988],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04156879,"threshold_uncertainty_score":0.2198395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3524970499882214,"score_gpt":0.5374947351376188,"score_spread":0.1849976851493974,"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."}}