{"id":"W7074180338","doi":"","title":"COVID-19 in the pre-pandemic period: a survey of the time commitment and perceptions of infectious diseases physicians in Australia and New Zealand","year":2020,"lang":"en","type":"article","venue":"Queensland's institutional digital repository (The University of Queensland)","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Workload; Likert scale; Quarter (Canadian coin); Pandemic; Perception; Coronavirus disease 2019 (COVID-19)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001485882,0.0002459382,0.0002948579,0.0006907001,0.000891608,0.0007238231,0.0004028643,0.0005625365,0.00200729],"category_scores_gemma":[0.004431997,0.0003967639,0.0003283935,0.0009075432,0.0006799715,0.0009122369,0.001079907,0.0007601231,0.0003206044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001615596,"about_ca_system_score_gemma":0.001600177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1258177,"about_ca_topic_score_gemma":0.1370457,"domain_scores_codex":[0.9988552,0.0002596566,0.0001863631,0.0001153348,0.0003111719,0.0002723466],"domain_scores_gemma":[0.9963951,0.000325153,0.001604196,0.00006021889,0.0004597464,0.001155587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007716526,0.0001396803,0.9562222,0.0001327079,0.00002571632,0.0005593422,0.03438243,0.00002740792,0.001164429,0.00004115641,0.000869042,0.006358747],"study_design_scores_gemma":[0.000004220247,0.0001681482,0.9770831,0.00003142543,0.000003439584,0.0001537333,0.02141259,0.00003459175,0.00003046223,0.00000394532,0.001068612,0.000005809529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986076,0.0001690808,0.0000216722,0.0003286897,0.000007511616,0.00004108937,0.0001544586,0.000001472911,0.000668456],"genre_scores_gemma":[0.9986675,0.0003824438,0.00008615744,0.0002586776,0.000008658961,0.00005909041,0.0001156831,0.000002020276,0.0004197391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1258177,"threshold_uncertainty_score":0.2501706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01919385589822923,"score_gpt":0.2130337229750952,"score_spread":0.193839867076866,"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."}}