{"id":"W4392906030","doi":"10.32920/25412830.v1","title":"Exploration of Trends in Professional Profile Pictures","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Media, Gender, and Advertising","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Centre for Social Innovation","funders":"","keywords":"Physiognomy; Conversation; Identity (music); Demographic profile; Influencer marketing; Sociology; Professional development; Pedagogy; Psychology; Visual arts; Art; Management; Aesthetics; Communication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003003867,0.000203792,0.0001914083,0.004395735,0.003362224,0.00400667,0.0005552314,0.0006244777,0.004403494],"category_scores_gemma":[0.01354692,0.0002975559,0.0001644598,0.003180144,0.002069143,0.004582345,0.002206982,0.001534697,0.0005142713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002603314,"about_ca_system_score_gemma":0.001228677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009427807,"about_ca_topic_score_gemma":0.02246146,"domain_scores_codex":[0.9978777,0.0008465619,0.00008239783,0.0002989189,0.000693466,0.0002008191],"domain_scores_gemma":[0.9922919,0.003845994,0.00115928,0.0004666231,0.001835133,0.0004011472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001484285,0.00005414859,0.06931645,0.0002804287,0.00001678,0.0007687635,0.8001271,0.00008854909,0.00581867,0.02151864,0.005783906,0.09607811],"study_design_scores_gemma":[0.000005823156,0.00007379114,0.1783158,0.0002420064,0.00001560231,0.0008789484,0.6809393,0.0006494038,0.003542191,0.002663592,0.1326039,0.00006956958],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95763,0.0005911064,0.002230838,0.001942962,0.0001152165,0.00005273581,0.0002928894,0.00004465726,0.03709965],"genre_scores_gemma":[0.9901102,0.0005129425,0.001304505,0.0001092244,0.00005076644,0.00002995257,0.0001705306,0.00004586095,0.007665917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009427807,"threshold_uncertainty_score":0.01888841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09700048451287172,"score_gpt":0.4073991894063634,"score_spread":0.3103987048934916,"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."}}