{"id":"W4316036838","doi":"10.2196/44103","title":"Skin of Color Dermatology Representation in American College of Mohs Surgery Educational Cases on Instagram: Content Analysis","year":2023,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dermatology; Representation (politics); Medicine; Content (measure theory); Mathematics; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003685494,0.0001033275,0.0007048533,0.00141192,0.0001219609,0.00000388797,0.0001679354,0.0001531956,0.00008095986],"category_scores_gemma":[0.004556336,0.0001168262,0.0001426465,0.005181609,0.0008263405,0.00008759433,0.00002492363,0.0001168717,0.00002563307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002300934,"about_ca_system_score_gemma":0.001240273,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01959404,"about_ca_topic_score_gemma":0.02271595,"domain_scores_codex":[0.9971855,0.001056831,0.0007988531,0.0002567661,0.0003350155,0.0003670164],"domain_scores_gemma":[0.9863845,0.01241963,0.0006269824,0.0002037404,0.000262314,0.0001028033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006662888,0.0002205965,0.96809,0.00006353874,0.00007736836,0.00003633774,0.009899275,0.00004340229,0.00003444739,0.01691704,0.00352932,0.00102202],"study_design_scores_gemma":[0.0001974527,0.00002834562,0.972631,0.00002046749,0.00004592376,0.00001837981,0.02369529,0.0001287389,0.0006063961,0.0005681891,0.00196175,0.00009804276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764653,0.00003691716,0.000003513312,0.02124053,0.0009916698,0.0008670658,0.00005439188,0.00003321532,0.0003073619],"genre_scores_gemma":[0.998342,0.0001423991,0.00007597482,0.0001884276,0.00006848555,0.00104023,0.0001009665,0.000008978676,0.00003248448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02187672,"threshold_uncertainty_score":0.9951169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1916357284393289,"score_gpt":0.4589784379159466,"score_spread":0.2673427094766176,"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."}}