{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004506762,0.00009764315,0.0001709151,0.0002555031,0.00006206448,0.00003361283,0.0001585568,0.0002317143,0.001634671],"category_scores_gemma":[0.00005633875,0.00007779255,0.00006989661,0.0002392155,0.00008357227,0.00008675078,0.0002277903,0.0003554912,0.00001711497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007573168,"about_ca_system_score_gemma":0.0004728803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001350119,"about_ca_topic_score_gemma":0.00386753,"domain_scores_codex":[0.9987866,0.0001495735,0.0002501511,0.0002459478,0.0004068738,0.0001608241],"domain_scores_gemma":[0.9996765,0.00003539822,0.00007915605,0.0001163165,0.000042874,0.00004972683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003132546,0.0002729036,0.002455751,0.0007299997,0.00005804133,0.0000200164,0.5212464,0.0003457045,0.0007573165,0.1799723,0.1026879,0.1914224],"study_design_scores_gemma":[0.0006524902,0.00007090986,0.01341309,0.002422989,0.00008603854,5.241921e-7,0.162238,0.001807484,0.005814556,0.7448609,0.06748594,0.001147096],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.141746,0.0009817622,0.0003275768,0.006806615,0.01070102,0.0006023063,0.00003488436,0.0001776428,0.8386222],"genre_scores_gemma":[0.9034741,0.00005282178,0.0005374854,0.00005787675,0.0004919636,0.00004790531,0.00008160235,0.000009055459,0.09524722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7617281,"threshold_uncertainty_score":0.9992779,"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."}}