{"id":"W4367311110","doi":"10.1038/d41586-023-01453-8","title":"Canadian PhD students and postgrads plan mass walkout over low pay","year":2023,"lang":"en","type":"article","venue":"Nature","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Haven; Government (linguistics); Political science; Plan (archaeology); Medical education; Public administration; Medicine; Geography; Mathematics","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":[0.0002272938,0.00005881938,0.00006090661,0.0001154602,0.0003519384,0.0001722625,0.0001890241,0.0002844579,0.0003133526],"category_scores_gemma":[0.00003378726,0.00004672076,0.00002230642,0.0003011415,0.00003805709,0.00007131989,0.00004034693,0.0003984293,0.00008343175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009924286,"about_ca_system_score_gemma":0.0001238377,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1615407,"about_ca_topic_score_gemma":0.7346179,"domain_scores_codex":[0.9991861,0.00003100344,0.00005425458,0.0001480521,0.0003183082,0.000262306],"domain_scores_gemma":[0.9996809,0.00002243335,0.00001540801,0.00008747465,0.00002811773,0.000165714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001153673,0.00003542216,0.5089995,0.00003621241,0.0000854316,0.0001777602,0.01463479,0.000005762232,0.00003678524,0.07695221,0.3652073,0.03381737],"study_design_scores_gemma":[0.0001545248,0.00001231515,0.3327367,0.00002177037,0.000009795232,1.661586e-7,0.003395039,0.00003218487,0.000002574727,0.00275217,0.660769,0.000113772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8954591,0.0001753955,0.000001794204,0.03270027,0.00100764,0.0003098982,0.00008267952,0.0001218883,0.07014138],"genre_scores_gemma":[0.9832129,0.0001765645,0.00001112505,0.001156798,0.0001536894,0.000005952812,0.00002881526,0.000004505066,0.01524968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5730773,"threshold_uncertainty_score":0.8440427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02079806415263598,"score_gpt":0.309751320531177,"score_spread":0.2889532563785411,"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."}}