{"id":"W4383102248","doi":"10.1136/bmj-2022-073053","title":"Invisible no more: unpaid care giving in the shadow of covid-19","year":2023,"lang":"en","type":"article","venue":"BMJ","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Birds Canada","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Shadow (psychology); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Sociology; Psychology; Medicine; Virology; Outbreak; Psychoanalysis; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002462851,0.0000905043,0.0002287421,0.0001276941,0.0002979532,0.000003475027,0.0002368453,0.0001960113,0.000163335],"category_scores_gemma":[0.001041303,0.00006156866,0.00004639552,0.0004649952,0.00002992111,0.00003773355,0.0000968542,0.0004469155,0.0005100697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000135278,"about_ca_system_score_gemma":0.0008393283,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01066065,"about_ca_topic_score_gemma":0.01148558,"domain_scores_codex":[0.9975937,0.0009923435,0.0005427377,0.000179911,0.0002909406,0.0004003765],"domain_scores_gemma":[0.9982467,0.0009322788,0.0001626949,0.0004236979,0.0001178245,0.0001168628],"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":[0.00002643592,0.00003145522,0.2348794,0.01129245,0.00001507738,0.00007044294,0.3342355,0.00006069112,0.00007996918,0.006038285,0.4108867,0.002383635],"study_design_scores_gemma":[0.0005696813,0.00006925721,0.1258872,0.0006693864,0.000003334857,0.000001735223,0.4161132,0.00009976898,0.000003285747,0.0004148156,0.4560429,0.0001254746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5921069,0.003293362,0.00003207456,0.2959848,0.002403243,0.005125018,0.0001850825,0.0003840102,0.1004855],"genre_scores_gemma":[0.9923063,0.0001576632,0.00003451067,0.004495047,0.000594097,0.0003535379,0.0000179733,0.00001825708,0.002022631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4001993,"threshold_uncertainty_score":0.9959275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2141651373759851,"score_gpt":0.5330750362422845,"score_spread":0.3189098988662994,"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."}}