{"id":"W4389190806","doi":"10.2196/53619","title":"A Remotely Delivered, Semaglutide-Supported Specialist Weight Management Program: Preliminary Findings From a Retrospective Service Evaluation","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Weight loss; Medicine; Weight change; Weight management; Psychological intervention; Obesity; Physical therapy; Retrospective cohort study; Internal medicine; Nursing","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":[0.0101688,0.0005446276,0.0005693622,0.0008306539,0.001661053,0.001254877,0.000936861,0.0008018421,0.001850912],"category_scores_gemma":[0.01918427,0.0005342911,0.0007195179,0.001256178,0.0009942496,0.0009184053,0.001430885,0.0008876231,0.0005898117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002219821,"about_ca_system_score_gemma":0.007056515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009546072,"about_ca_topic_score_gemma":0.01582891,"domain_scores_codex":[0.9912799,0.005782376,0.0006729833,0.0003370653,0.001218866,0.0007087307],"domain_scores_gemma":[0.9860517,0.005272141,0.00263969,0.001035836,0.003334553,0.001665986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01386715,0.05113469,0.7020558,0.002862589,0.0004304674,0.002759045,0.0341325,0.0007417168,0.004308229,0.0004330182,0.003570517,0.1837044],"study_design_scores_gemma":[0.005240844,0.1472404,0.7768406,0.00150463,0.000711036,0.003051363,0.04678026,0.002863683,0.003362614,0.0002919519,0.01194215,0.0001705094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952408,0.00017074,0.0006194107,0.0001796167,0.00001170166,0.002565153,0.0003560836,0.00001922615,0.0008373045],"genre_scores_gemma":[0.9888667,0.0007397702,0.003137238,0.0005113118,0.00004488617,0.005404265,0.000653835,0.00002311763,0.0006187935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0101688,"threshold_uncertainty_score":0.05377841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1399691862487466,"score_gpt":0.5231639557817511,"score_spread":0.3831947695330046,"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."}}