{"id":"W1602450988","doi":"10.1038/oby.2006.205","title":"Weight Loss Strategies for Obese Adults: Personalized Weight Management Program vs. Standard Care","year":2006,"lang":"en","type":"article","venue":"Obesity","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Cardiorespiratory fitness; Overweight; Medicine; Waist; Weight loss; Weight management; Physical therapy; Obesity; Circumference; Body mass index; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004830228,0.000301701,0.0004637328,0.0001087526,0.001939146,0.0000293929,0.0003040991,0.000287182,0.0005832724],"category_scores_gemma":[0.00001778457,0.0002690896,0.0001526919,0.0002726095,0.0001254864,0.0001620371,0.00009480766,0.000439754,0.0002664795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005423553,"about_ca_system_score_gemma":0.0008355691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007010684,"about_ca_topic_score_gemma":0.001766559,"domain_scores_codex":[0.9967604,0.0002202441,0.0007841812,0.0006314869,0.0004009187,0.001202771],"domain_scores_gemma":[0.9979757,0.0001888633,0.0003130754,0.0006008614,0.0005356044,0.0003859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002275988,0.0008684778,0.1260616,0.01902312,0.00005780055,0.00002640405,0.002586395,0.000006743339,0.000003944891,0.5634202,0.2150418,0.07062753],"study_design_scores_gemma":[0.004263432,0.0002453727,0.03183043,0.0003405558,0.00006082719,0.000001285511,0.004116262,0.00005427865,0.000009418353,0.005971186,0.9528491,0.0002577993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6666422,0.01011182,0.02517915,0.01131464,0.003289219,0.08227357,0.003262987,0.003136748,0.1947896],"genre_scores_gemma":[0.8391156,0.002737198,0.03701609,0.002613758,0.002283777,0.1026205,0.002012291,0.0001452301,0.01145564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7378074,"threshold_uncertainty_score":0.9999762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01559977092333939,"score_gpt":0.3730911650341707,"score_spread":0.3574913941108313,"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."}}