{"id":"W2137620454","doi":"10.1176/appi.ps.54.3.311","title":"Multimedia Reviews: Multimedia Overload Produces \"Symplexity\"","year":2003,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Meaning (existential); Mantra; Natural (archaeology); Phenomenon; Sociology; Media studies; History; Epistemology; Philosophy; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002132655,0.0002009124,0.0002732577,0.0001693043,0.0008458641,0.000114172,0.0008005755,0.0001429401,0.001005538],"category_scores_gemma":[0.0005616346,0.0001871506,0.000106491,0.001081312,0.0001420373,0.0004711382,0.00002893682,0.0001879423,0.0009644315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007856479,"about_ca_system_score_gemma":0.0003515836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004792714,"about_ca_topic_score_gemma":0.008019364,"domain_scores_codex":[0.9973432,0.0008115136,0.0004735629,0.0004153637,0.0004811016,0.0004752923],"domain_scores_gemma":[0.9981443,0.000274092,0.0003421959,0.0007761522,0.0001858031,0.0002773998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000339235,0.001403296,0.4081598,0.0009194817,0.00009296947,8.501636e-7,0.4278387,0.000005135902,0.0000951259,0.01382095,0.04048155,0.1071481],"study_design_scores_gemma":[0.0004337271,0.00003006663,0.03301067,0.00003790862,0.00007265699,0.000001215577,0.02068497,0.00009607883,0.00005473257,0.005000395,0.9401704,0.0004071823],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5814509,0.09811247,0.0001374789,0.01457104,0.01816306,0.003523842,0.00001877352,0.0006831353,0.2833393],"genre_scores_gemma":[0.8163814,0.07105078,0.09743437,0.003069385,0.005497423,0.0005042022,0.0001581192,0.00007491883,0.005829419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8996888,"threshold_uncertainty_score":0.9999077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03652458968746023,"score_gpt":0.3448622350603039,"score_spread":0.3083376453728437,"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."}}