{"id":"W4206495524","doi":"10.7202/1084842ar","title":"Mental Health in 3D","year":2022,"lang":"en","type":"article","venue":"Loading","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental illness; Video game; Depiction; Mental health; Perspective (graphical); Representation (politics); Psychology; Multimedia; Computer science; Psychiatry; Visual arts; Artificial intelligence","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":[0.0005817827,0.00003109544,0.00006269829,0.00008265272,0.0008044335,0.00001319737,0.0001828178,0.0000186527,0.0004025441],"category_scores_gemma":[0.0000365356,0.00003877695,0.00001382449,0.0002627852,0.00005114778,0.00005748289,0.00009017417,0.0001724608,0.00002201193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006532198,"about_ca_system_score_gemma":0.00008947219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002274101,"about_ca_topic_score_gemma":0.0008408955,"domain_scores_codex":[0.9992945,0.0001106127,0.0000785113,0.00008688705,0.0001598697,0.0002696868],"domain_scores_gemma":[0.9998521,0.000008308402,0.00003660255,0.00005992983,0.000002241378,0.00004085811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004266294,0.0004627586,0.5659323,0.00001534967,0.00001631783,0.00003410019,0.09553387,0.00004256436,0.001000781,0.03390296,0.1082658,0.1947505],"study_design_scores_gemma":[0.001395912,0.000169917,0.04637721,0.00005567663,0.000001841765,0.000009469189,0.05977559,0.0002044703,0.0001994847,0.003728799,0.8877324,0.0003491777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8932468,0.0003295488,0.00001910679,0.05979799,0.001098646,0.0003891308,0.00001160722,0.0002771898,0.04483],"genre_scores_gemma":[0.9970395,0.0000199255,0.0001831893,0.001557433,0.00002237842,0.000005388389,0.000001655828,0.000004148802,0.001166362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7794666,"threshold_uncertainty_score":0.6187133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02157031735217257,"score_gpt":0.3387700894160282,"score_spread":0.3171997720638556,"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."}}