{"id":"W6907712609","doi":"10.25384/sage.c.6041377.v1","title":"The psychological impact of the COVID-19 pandemic and a SARS-CoV-2 testing programme on obstetric patients and healthcare workers","year":2022,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Health care; Triage; Anxiety; Test (biology); Descriptive statistics; Universal precautions; Patient satisfaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005898857,0.0002361802,0.0003130082,0.000101997,0.0002882096,0.00006709214,0.0005344456,0.000103539,0.00005217256],"category_scores_gemma":[0.0009181796,0.0001193648,0.00006077907,0.0003770469,0.0001154094,0.00003156564,0.0002196706,0.0007598926,6.475705e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001162371,"about_ca_system_score_gemma":0.00004997229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000391914,"about_ca_topic_score_gemma":0.0003436713,"domain_scores_codex":[0.9986435,0.000169467,0.0003057847,0.0002646404,0.000283866,0.0003327696],"domain_scores_gemma":[0.9986228,0.0006186024,0.00008278672,0.0005626566,0.00001617753,0.00009702757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002165913,0.00005228341,0.6068866,0.0002489498,0.000315334,0.00001014801,0.0002349815,0.00001930997,0.00003222075,4.017878e-7,0.07108277,0.3210954],"study_design_scores_gemma":[0.005230403,0.001655137,0.7067381,0.005326699,0.0004820759,0.00037177,0.00100501,0.0006761317,0.000006850428,0.0003882969,0.2765726,0.001546944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4559212,0.5106622,0.0001472357,0.001920787,0.001964478,0.00363395,0.01215253,0.0007814541,0.01281618],"genre_scores_gemma":[0.9289165,0.06905971,0.0001701393,0.0006426,0.0002242418,0.00004448021,0.00008518769,0.000319285,0.0005379132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4729953,"threshold_uncertainty_score":0.4867555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2198093138868026,"score_gpt":0.4025848275584111,"score_spread":0.1827755136716085,"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."}}