{"id":"W4389416964","doi":"10.1016/j.bodyim.2023.101651","title":"Flex Friday: A content analysis of men’s fitspiration on Instagram","year":2023,"lang":"en","type":"article","venue":"Body Image","topic":"Eating Disorders and Behaviors","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Psychology; Objectification; Ideal (ethics); Content analysis; Social psychology; Lower body; Human physical appearance; Developmental psychology; Medicine; Physical therapy; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001650323,0.00008807664,0.0002014138,0.0003470902,0.00004566277,0.00001670428,0.00009089155,0.00005660429,0.0008162954],"category_scores_gemma":[0.0000350573,0.00007808503,0.0001433328,0.000864744,0.00004018797,0.00003614156,0.00001996628,0.00007246117,0.0003743717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001563256,"about_ca_system_score_gemma":0.000009850812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005035842,"about_ca_topic_score_gemma":0.00008014,"domain_scores_codex":[0.9992018,0.00005406673,0.0002264639,0.0002042377,0.0001500298,0.0001633543],"domain_scores_gemma":[0.9994742,0.00004649954,0.0001012056,0.0002895762,0.00005565224,0.0000328925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000441669,0.00386967,0.4888516,0.00006954668,0.003628064,0.000220898,0.01232987,0.0002584449,0.2217273,0.06510656,0.1386267,0.06486963],"study_design_scores_gemma":[0.0006319059,0.000376655,0.9935685,0.00001055003,0.0004945302,3.027189e-7,0.002039897,0.0008712145,0.0007941277,0.0001058017,0.0009629762,0.0001435738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506038,0.00001576367,0.0001425131,0.0001969853,0.0001116484,0.0001453827,0.00004680969,0.0001045839,0.04863249],"genre_scores_gemma":[0.9956282,0.000003335651,0.00006283853,0.0001276309,0.00001911041,0.00004491326,0.0001102778,0.00001207974,0.00399163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5047168,"threshold_uncertainty_score":0.8937863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07616053088612715,"score_gpt":0.3673306320287812,"score_spread":0.2911701011426541,"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."}}