{"id":"W2999611704","doi":"10.29173/hsi81","title":"Leveraging feedback: A systems approach to successful behaviour change in weight","year":2012,"lang":"en","type":"article","venue":"Health Science Inquiry","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Behaviour change; Computer science; Psychology; Process management; Business","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":[0.006183811,0.0006818667,0.000480819,0.001419528,0.0009100872,0.003316551,0.001180594,0.001310618,0.005843425],"category_scores_gemma":[0.02071228,0.0003985019,0.0005361527,0.0008037587,0.001158667,0.002798845,0.002566403,0.001295709,0.0006057459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001122166,"about_ca_system_score_gemma":0.003098458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003273987,"about_ca_topic_score_gemma":0.003202832,"domain_scores_codex":[0.9952682,0.002759092,0.0002017823,0.000502231,0.001097312,0.0001713209],"domain_scores_gemma":[0.9892973,0.007887362,0.0006687937,0.0006780305,0.0009748447,0.0004936189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006240619,0.003614211,0.02578622,0.001107936,0.0003472268,0.0002688648,0.006486628,0.02656667,0.01794638,0.05548539,0.006942932,0.8548235],"study_design_scores_gemma":[0.0008431015,0.008890964,0.05148497,0.002055614,0.001301984,0.0007812156,0.008744224,0.4906645,0.04106911,0.3321858,0.0615788,0.000399826],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1851947,0.0009714669,0.7553641,0.009179371,0.0006115182,0.001303037,0.0001934634,0.003771455,0.043411],"genre_scores_gemma":[0.8676445,0.000474373,0.1272991,0.0005741077,0.0001051946,0.0006216714,0.00006441025,0.0000990913,0.003117725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006183811,"threshold_uncertainty_score":0.03270352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2848595707505039,"score_gpt":0.4735318886504173,"score_spread":0.1886723178999133,"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."}}