{"id":"W4409736660","doi":"10.4103/ijd.ijd_973_23","title":"A Cross-Sectional Study on Cosmetovigilance in India: From the Dermatologist’s Perspective","year":2025,"lang":"en","type":"article","venue":"Indian Journal of Dermatology","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cross-sectional study; Perspective (graphical); Dermatology; Family medicine; Pathology; Visual arts","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004889739,0.000229141,0.000579285,0.0004870188,0.0001597553,0.0000606619,0.000803749,0.0003310338,0.0004258747],"category_scores_gemma":[0.0002391706,0.0001672372,0.000180668,0.0005139869,0.0004426546,0.00009543634,0.00003542296,0.0013238,0.000117317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001524806,"about_ca_system_score_gemma":0.0002137701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000289262,"about_ca_topic_score_gemma":0.000259759,"domain_scores_codex":[0.9969038,0.001093914,0.0009535131,0.0003814242,0.0002292745,0.0004380545],"domain_scores_gemma":[0.9974596,0.001397937,0.0004762641,0.0003884569,0.0001947068,0.00008302164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000703248,0.001091444,0.9586263,0.000002968011,0.0004376066,0.006122335,0.01153101,0.000003949333,0.00000873585,0.01651436,0.004676798,0.000281299],"study_design_scores_gemma":[0.004183115,0.0002238075,0.9691337,0.00002709406,0.00002499232,0.005404587,0.01100041,6.876529e-7,0.00001790885,0.007296324,0.002558444,0.0001289831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971642,0.001048804,0.00008640827,0.009541288,0.002699012,0.0002884243,0.00005103113,0.00001526006,0.01462777],"genre_scores_gemma":[0.9936692,0.000009093827,0.0000378257,0.005952228,0.0001591881,0.00002677829,0.000003460108,0.00001277495,0.0001294819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02202716,"threshold_uncertainty_score":0.6819735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03844145529011247,"score_gpt":0.3955591124471823,"score_spread":0.3571176571570699,"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."}}