{"id":"W4413523009","doi":"10.64628/aam.5e9uassdu","title":"The obesity epidemic is fuelled by biology, not lack of willpower","year":2023,"lang":"en","type":"article","venue":"","topic":"Pharmacology and Obesity Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Obesity; Biology; Virology; Environmental health; Business; Computer science; Computational biology; Medicine; Endocrinology","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":[0.007733892,0.0004712584,0.001143049,0.0008091874,0.002320987,0.005691069,0.0006814003,0.002713247,0.0127336],"category_scores_gemma":[0.01317136,0.0003443269,0.000420485,0.0007275098,0.008023573,0.005154657,0.003393305,0.009265466,0.004578615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00167185,"about_ca_system_score_gemma":0.005933757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001338417,"about_ca_topic_score_gemma":0.002190773,"domain_scores_codex":[0.9976604,0.0008972398,0.0001136137,0.0002309282,0.0008584869,0.0002393755],"domain_scores_gemma":[0.9876531,0.004341255,0.001722961,0.0007866274,0.002006749,0.003489305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008806117,0.001701955,0.02313341,0.002736136,0.0004783925,0.000718006,0.002110314,0.0006433551,0.007921061,0.2856873,0.2477359,0.4262536],"study_design_scores_gemma":[0.0002567176,0.0008241124,0.02305583,0.003082094,0.0001714923,0.001269954,0.001674782,0.0003003939,0.001671772,0.1944643,0.7731311,0.0000973348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009485454,0.0877805,0.004245132,0.8200355,0.008661519,0.00003645126,0.0001298745,0.0001197582,0.06950588],"genre_scores_gemma":[0.2703385,0.1994021,0.009183245,0.4454398,0.03781512,0.0001728588,0.0002075273,0.0002463827,0.03719437],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0127336,"threshold_uncertainty_score":0.04259819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06522871263395613,"score_gpt":0.3985826455106701,"score_spread":0.3333539328767139,"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."}}