{"id":"W4210390723","doi":"10.21083/partnership.v16i2.6655","title":"A Reflection on Precarity","year":2022,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Library Science and Administration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Precarity; Relation (database); Perspective (graphical); Reflection (computer programming); Critical reflection; Work (physics); Sociology; Public relations; Political science; Gender studies; Engineering; Computer science; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004378048,0.00003216684,0.00004315004,0.0002874517,0.003862911,0.0009223966,0.0001916355,0.00002898477,0.000254869],"category_scores_gemma":[0.0007188276,0.00002304614,0.00001560965,0.0005763663,0.0003166322,0.02483605,0.00002725586,0.00056749,0.000005006051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002863366,"about_ca_system_score_gemma":0.002448133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001038749,"about_ca_topic_score_gemma":0.0004853426,"domain_scores_codex":[0.9979585,0.00114195,0.0001645549,0.00004209471,0.0005110452,0.0001817928],"domain_scores_gemma":[0.9988376,0.0006136436,0.0001307564,0.00005613443,0.00006966799,0.0002922011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001988945,0.00001428738,0.002181323,0.000007825813,0.00001089081,0.0000110525,0.05199411,0.00004113241,0.000002417401,0.9068072,0.02760695,0.01112394],"study_design_scores_gemma":[0.00008440275,0.0003005365,0.00134976,0.000005319614,0.000002927986,0.00004157606,0.04786651,0.00002877306,0.0000250118,0.004087589,0.9461772,0.00003039025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1095322,0.0003038269,0.000003301495,0.3965288,0.0002627904,0.000213824,0.000005268556,0.000007573872,0.4931424],"genre_scores_gemma":[0.9933388,0.0003097724,0.00003456793,0.004637828,0.0001568807,0.000004418723,0.000003106002,0.000001551561,0.001513057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9185702,"threshold_uncertainty_score":0.9974339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1534126454541909,"score_gpt":0.4165563213034322,"score_spread":0.2631436758492414,"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."}}