{"id":"W4402555134","doi":"10.1177/21501319241277576","title":"The Health Information Seeking Behavior of Punjabi Elders During the COVID-19 Pandemic in Canada","year":2024,"lang":"en","type":"article","venue":"Journal of Primary Care & Community Health","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Family medicine; Virology; Outbreak; Infectious disease (medical specialty); Disease; Internal medicine","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":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01634394,0.0001643386,0.0005199355,0.0002585277,0.003445192,0.00005531529,0.0007807487,0.00009645814,0.00003813849],"category_scores_gemma":[0.0009326615,0.00009936817,0.0001028699,0.0005947227,0.0000765774,0.001478656,0.0002192223,0.004636054,0.000003516187],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02660766,"about_ca_system_score_gemma":0.08512005,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.868154,"about_ca_topic_score_gemma":0.9333549,"domain_scores_codex":[0.9888766,0.005432914,0.004272843,0.00007443122,0.0007087916,0.0006343796],"domain_scores_gemma":[0.9923942,0.0034964,0.002514508,0.0006379697,0.0004966263,0.0004602729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002563554,0.00004278783,0.6949903,0.0193322,0.00002266008,0.000003189967,0.1419928,0.0001605961,0.000003928873,0.0002313345,0.007349841,0.1356141],"study_design_scores_gemma":[0.0009532968,0.0002048668,0.6456738,0.00147296,0.000009032005,0.00006097938,0.1262148,0.0001777112,8.330858e-7,0.00007744211,0.2250426,0.0001116674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711251,0.006061301,0.0007067248,0.01749565,0.001735428,0.001435748,0.0001498363,0.00003705482,0.001253153],"genre_scores_gemma":[0.9674926,0.002564261,0.0001369509,0.02960018,0.00008886034,0.00003447082,0.00005506082,0.00001102942,0.00001657601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2176927,"threshold_uncertainty_score":0.9978522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06849742453368285,"score_gpt":0.4345838685814714,"score_spread":0.3660864440477885,"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."}}