{"id":"W2905070394","doi":"10.2196/11490","title":"Mobile Phone App for Self-Monitoring of Eating Rhythm: Field Experiment","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mobile phone; Self-monitoring; Mobile apps; mHealth; Rhythm; Phone; Computer science; Psychology; Medicine; World Wide Web; Telecommunications; Psychological intervention; Social psychology; Psychiatry","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":[0.003127642,0.0007771668,0.0007250337,0.0004606883,0.0005060961,0.0004847946,0.000711841,0.0009207496,0.006829807],"category_scores_gemma":[0.003608484,0.0005438907,0.0006096053,0.0001790749,0.0004727551,0.0006340529,0.0005762362,0.0008572752,0.001126161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001819654,"about_ca_system_score_gemma":0.0005791644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007962734,"about_ca_topic_score_gemma":0.0009556385,"domain_scores_codex":[0.9992199,0.000284324,0.00007675602,0.0001483286,0.0001151825,0.0001555676],"domain_scores_gemma":[0.9966521,0.002130196,0.0001991707,0.0002600149,0.0004140469,0.0003445761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.1058471,0.5265292,0.04104619,0.004676696,0.0004138357,0.001002611,0.01226929,0.001552093,0.1267517,0.000875766,0.007303638,0.1717318],"study_design_scores_gemma":[0.02160813,0.7783002,0.1488807,0.0002239383,0.0006581832,0.0004275677,0.003052105,0.005267354,0.03279622,0.0004660457,0.008156736,0.0001629261],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935448,0.00005304268,0.001016926,0.00004204021,0.0000360505,0.004203989,0.0003045551,0.00006653152,0.0007321395],"genre_scores_gemma":[0.9496319,0.0002441738,0.02150649,0.0003023809,0.00008198604,0.02210396,0.000582016,0.0000400722,0.005506923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006829807,"threshold_uncertainty_score":0.02284795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0406049049004231,"score_gpt":0.3923697269820773,"score_spread":0.3517648220816542,"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."}}