{"id":"W2949035497","doi":"10.2196/12882","title":"A Mobile Phone App Designed to Support Weight Loss Maintenance and Well-Being (MotiMate): Randomized Controlled Trial","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mood; Weight loss; Randomized controlled trial; mHealth; Weight management; Mobile phone; Medicine; Self-monitoring; Intervention (counseling); Physical therapy; Psychology; Multimedia; Psychological intervention; Computer science; Clinical psychology; Obesity; Psychiatry; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008749385,0.0006865558,0.003798082,0.0005126848,0.001847667,0.00003938261,0.0003291759,0.0005934466,0.001158303],"category_scores_gemma":[0.0004340936,0.0005342,0.0002448494,0.0006442354,0.0002338198,0.0002137604,0.0002009244,0.001338924,0.001564361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004211915,"about_ca_system_score_gemma":0.003048853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005079621,"about_ca_topic_score_gemma":0.00009933356,"domain_scores_codex":[0.9893308,0.002317581,0.003497511,0.001376636,0.0006298672,0.002847595],"domain_scores_gemma":[0.9906807,0.003108122,0.001460078,0.0009406357,0.0003582648,0.003452198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9299185,0.0003848792,0.002706555,0.006356939,0.00005660596,0.000008250908,0.0054443,0.000004417938,0.00002534331,0.01909154,0.02442485,0.01157787],"study_design_scores_gemma":[0.8835958,0.001862082,0.0009425622,0.000376752,0.0001486065,0.00001960387,0.0007210409,0.000547171,0.000003635771,0.001664811,0.1096439,0.0004740273],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8676991,0.001816317,0.001594045,0.007022165,0.002589249,0.1008833,0.0000516042,0.0004909182,0.01785321],"genre_scores_gemma":[0.8554538,0.01159509,0.002158363,0.02254541,0.00102449,0.09708149,0.00009528776,0.0001325267,0.009913528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08521905,"threshold_uncertainty_score":0.9997548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02092411872734482,"score_gpt":0.3927625072780598,"score_spread":0.3718383885507149,"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."}}