{"id":"W4417075699","doi":"10.15173/cjsc.v1i1.3922","title":"Too Heavy to Move? The Real Weight of Bias","year":2025,"lang":"","type":"article","venue":"The Canadian Journal of Science Communication","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Physical activity; Weight management; Health benefits; Quality of life (healthcare); Physical fitness; Physical stress; Mental health; Body weight; Weight loss","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":[0.0218614,0.0004971749,0.001039682,0.001704716,0.007046532,0.008678697,0.001828462,0.006577662,0.01142991],"category_scores_gemma":[0.09219582,0.0005156575,0.0007085307,0.001453982,0.0260289,0.01206699,0.006444428,0.009643156,0.002483057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007647274,"about_ca_system_score_gemma":0.009095509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02330647,"about_ca_topic_score_gemma":0.03994109,"domain_scores_codex":[0.9740117,0.01450055,0.001022986,0.001800218,0.006982179,0.001682395],"domain_scores_gemma":[0.9476525,0.03369019,0.006455706,0.00239074,0.005171942,0.00463892],"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":[0.0002354031,0.0001143235,0.02893487,0.002053167,0.0002658895,0.002247659,0.1645288,0.0001697602,0.0006628626,0.13696,0.2787612,0.3850662],"study_design_scores_gemma":[0.0001078918,0.0001386098,0.01333628,0.008513114,0.000204442,0.006209754,0.1900949,0.0004184058,0.0004360368,0.299035,0.4813015,0.000204206],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03429094,0.04367656,0.006299092,0.8607959,0.008957815,0.0000453412,0.0001259721,0.00008320091,0.0457252],"genre_scores_gemma":[0.6291292,0.0409448,0.005869099,0.3029536,0.008688223,0.000118629,0.0001035708,0.0002776766,0.01191517],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02330647,"threshold_uncertainty_score":0.1156155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1512630502825964,"score_gpt":0.453537867606284,"score_spread":0.3022748173236876,"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."}}