{"id":"W4396655809","doi":"10.2196/preprints.60078","title":"Content Analysis of Perceived Social Isolation Remedies Shared in a National E-Survey (Preprint)","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Literature Analysis and Criticism","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Simon Fraser University; University of Alberta","funders":"","keywords":"Preprint; Isolation (microbiology); Social isolation; Psychology; Internet privacy; Computer science; World Wide Web; Biology","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":[0.001111227,0.0002218732,0.001105035,0.001766867,0.0000250697,0.00006798353,0.000118492,0.0003388703,0.001137546],"category_scores_gemma":[0.0005232748,0.0001806138,0.0007551718,0.001312592,0.00005688986,0.00003504916,0.0003343679,0.0006381142,0.00001489269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002314965,"about_ca_system_score_gemma":0.0002660025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001273402,"about_ca_topic_score_gemma":0.002713166,"domain_scores_codex":[0.9975269,0.0001532522,0.0008792551,0.0005679115,0.0007172016,0.0001554086],"domain_scores_gemma":[0.9981531,0.0001388335,0.0001689699,0.0002548151,0.001230277,0.00005400791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00180733,0.001697588,0.7751856,0.004320418,0.06750607,0.000152165,0.05392791,0.002178434,0.04182661,0.02657463,0.0219222,0.002901101],"study_design_scores_gemma":[0.0003676685,0.00002474579,0.9566468,0.0002904556,0.003405665,8.042133e-7,0.0004684334,0.03649722,0.00006723947,0.001998746,0.00006900225,0.0001632534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732221,0.0006665782,0.0003355548,0.00264895,0.0001956389,0.0004946691,0.0005182223,0.00005863723,0.0218596],"genre_scores_gemma":[0.99214,0.00004265569,0.0003934998,0.0003680511,0.0001534343,0.00004733011,0.003152444,0.0000157385,0.003686832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1814612,"threshold_uncertainty_score":0.9997755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133252164337989,"score_gpt":0.3633750566291032,"score_spread":0.2500498401953044,"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."}}