{"id":"W4416718327","doi":"10.2196/79565","title":"User Preferences for an Image-Assisted Dietary Recall: Qualitative Study Comparing 3 Dietary Assessment Methods","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Qualitative research; Qualitative analysis; Focus group; Qualitative property; Quality (philosophy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03961715,0.0005634672,0.0008875846,0.00136581,0.003848874,0.00325638,0.001485053,0.001421172,0.002139866],"category_scores_gemma":[0.05200301,0.000752071,0.0008649416,0.001432987,0.003365661,0.003585275,0.003286791,0.001548746,0.0002790624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003224068,"about_ca_system_score_gemma":0.003380785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004267738,"about_ca_topic_score_gemma":0.004931624,"domain_scores_codex":[0.9680047,0.02620659,0.001303802,0.00108795,0.001940442,0.001456354],"domain_scores_gemma":[0.938288,0.05151908,0.002825401,0.0008331694,0.005154531,0.001379891],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001647389,0.0001045549,0.01173196,0.0007355865,0.000023458,0.0004429055,0.9714537,0.00004204126,0.001636852,0.0002919987,0.0002663531,0.01310586],"study_design_scores_gemma":[0.00003521097,0.0005796663,0.008338495,0.0006125881,0.00003428161,0.0004317357,0.9808505,0.0003092468,0.001020493,0.0002525843,0.007473991,0.00006131264],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904228,0.0006642224,0.004843558,0.0008345117,0.00003384271,0.0007598405,0.0001790092,0.00002302401,0.002239038],"genre_scores_gemma":[0.9892727,0.000796771,0.006444125,0.0007855262,0.00002191186,0.001395579,0.00008569854,0.00003647913,0.001161257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9603828,"threshold_uncertainty_score":0.209518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2553889722237471,"score_gpt":0.5445070033035447,"score_spread":0.2891180310797977,"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."}}