{"id":"W1520978763","doi":"10.1002/9781118574089.ch41","title":"Why Prevention? The Case for Upstream Strategies","year":2015,"lang":"en","type":"other","venue":"","topic":"Eating Disorders and Behaviors","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Upstream (networking); Primary prevention; Intervention (counseling); Population; Secondary prevention; Eating disorders; Medicine; Environmental health; Psychology; Computer science; Psychiatry; Pathology; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04747693,0.001746146,0.00201373,0.003336824,0.008662749,0.0168125,0.004466967,0.01626594,0.01625947],"category_scores_gemma":[0.06549291,0.001147588,0.00182295,0.001710733,0.03345601,0.02234515,0.01663453,0.03426515,0.003754079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01036809,"about_ca_system_score_gemma":0.03910432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01113323,"about_ca_topic_score_gemma":0.01037861,"domain_scores_codex":[0.9662033,0.02094829,0.001106332,0.00221239,0.006061691,0.00346801],"domain_scores_gemma":[0.9473984,0.0349128,0.001656778,0.003672455,0.005619648,0.006739987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006188826,0.0006367144,0.00238126,0.00140461,0.0001059543,0.0006506616,0.008871871,0.0003303771,0.0001586609,0.7759197,0.09629939,0.1131789],"study_design_scores_gemma":[0.0001325682,0.00008542666,0.001388176,0.008720171,0.00008431668,0.0006529362,0.01389929,0.0004100105,0.0002963772,0.6672964,0.3069728,0.00006150054],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001361348,0.02069357,0.00758916,0.9269338,0.00315373,0.0001559233,0.00003766699,0.0001240501,0.03995071],"genre_scores_gemma":[0.1986492,0.07011761,0.04281373,0.650975,0.008303854,0.001943527,0.0001560883,0.0004977159,0.02654313],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04747693,"threshold_uncertainty_score":0.251085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0474334656651544,"score_gpt":0.3834405066302004,"score_spread":0.336007040965046,"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."}}