{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01805539,0.001049441,0.0008193962,0.001573416,0.02374092,0.01715357,0.003344774,0.01404513,0.007435295],"category_scores_gemma":[0.04166446,0.0005766024,0.0009945234,0.001702693,0.06839802,0.02123499,0.01811543,0.04415389,0.001846795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01583982,"about_ca_system_score_gemma":0.01876951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01819298,"about_ca_topic_score_gemma":0.02104216,"domain_scores_codex":[0.9722859,0.01834357,0.0005576311,0.001749912,0.004218379,0.002844545],"domain_scores_gemma":[0.9744467,0.01604915,0.001086493,0.001775884,0.003476127,0.003165656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003731862,0.00004751288,0.0003672066,0.0001963071,0.000009650656,0.001268578,0.4612237,0.00009620245,0.0004729539,0.2559952,0.2648592,0.01542622],"study_design_scores_gemma":[0.000006953609,0.00001997765,0.0001765457,0.0005263367,0.000004310517,0.0005051692,0.1567039,0.00003644042,0.0003387216,0.02432142,0.8173303,0.00002995236],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01027614,0.01126135,0.001915722,0.8908128,0.01576889,0.00004055283,0.00002935936,0.00005638516,0.06983872],"genre_scores_gemma":[0.4378083,0.01591609,0.002636712,0.4298386,0.01153878,0.0001641113,0.00003383413,0.0003042239,0.1017595],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02374092,"threshold_uncertainty_score":0.1149265,"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."}}