{"id":"W6926309489","doi":"10.23641/asha.19294634.v1","title":"PhD students in CSD (Covington & Jordan, 2022)","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Status quo; Exploratory research; Perception; Quarter (Canadian coin); Higher education; Coronavirus disease 2019 (COVID-19); Graduate students","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001400742,0.000500426,0.0003249051,0.0011049,0.00237544,0.0026481,0.0006495654,0.0009784419,0.3430704],"category_scores_gemma":[0.002382859,0.0003750997,0.0003731181,0.000637299,0.000793436,0.001178242,0.003548587,0.001436889,0.08996683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001766365,"about_ca_system_score_gemma":0.008831981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002566094,"about_ca_topic_score_gemma":0.01060304,"domain_scores_codex":[0.9993944,0.00009002516,0.00004361119,0.00009509114,0.0001726097,0.0002042185],"domain_scores_gemma":[0.9921702,0.0001211952,0.0001777939,0.00008536814,0.0009979086,0.006447648],"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":[0.0002457738,0.000590035,0.0292414,0.0007092757,0.00001494757,0.0008080127,0.001333838,0.0001145302,0.001908375,0.001814681,0.7438292,0.21939],"study_design_scores_gemma":[0.00005404441,0.0003594194,0.04048799,0.000837636,0.00001001233,0.0007963102,0.006734505,0.0002678169,0.001015688,0.001525709,0.9478915,0.00001932165],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1639393,0.01380796,0.00245741,0.1484638,0.01605199,0.00135236,0.01668415,0.001175697,0.6360675],"genre_scores_gemma":[0.1082579,0.005369654,0.002479402,0.01849381,0.001892843,0.0005984335,0.002111673,0.0002367012,0.8605596],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3430704,"threshold_uncertainty_score":0.9370304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06575006780224768,"score_gpt":0.3011945627314624,"score_spread":0.2354444949292147,"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."}}