{"id":"W4413367518","doi":"10.64628/aam.dmh5kqscd","title":"How Shakespeare can help us overcome loneliness in the digital age","year":2025,"lang":"en","type":"article","venue":"","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Loneliness; Psychology; History; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005412898,0.001005263,0.0005654468,0.001907503,0.01542762,0.01529581,0.001125035,0.005084145,0.02702409],"category_scores_gemma":[0.01689368,0.0004013046,0.0007551836,0.0007028473,0.01524378,0.018435,0.01177564,0.005351831,0.01140112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002065223,"about_ca_system_score_gemma":0.004075896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01226229,"about_ca_topic_score_gemma":0.02816865,"domain_scores_codex":[0.9960502,0.002423365,0.0001090239,0.0002656764,0.0006133634,0.0005384249],"domain_scores_gemma":[0.9939007,0.002556029,0.0002683595,0.0004518242,0.0008088353,0.002014295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001352309,0.0001760001,0.003455602,0.0008905159,0.00009874081,0.001650475,0.3079043,0.0002012875,0.0006652968,0.1168479,0.4188149,0.1491596],"study_design_scores_gemma":[0.00002058927,0.00006191421,0.0007649877,0.0008333052,0.00002983307,0.0005674847,0.06837884,0.00008361643,0.000270244,0.01989615,0.9090383,0.00005480045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04947517,0.03933,0.0111604,0.3163971,0.01706231,0.0001169371,0.0002169203,0.0008371844,0.5654039],"genre_scores_gemma":[0.5515146,0.03347731,0.01335039,0.05896677,0.004447713,0.0002743217,0.0002868111,0.00122275,0.3364594],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02702409,"threshold_uncertainty_score":0.09040457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04779802685091849,"score_gpt":0.267164866741102,"score_spread":0.2193668398901835,"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."}}