{"id":"W3149281740","doi":"10.5489/cuaj.7284","title":"Don’t call it a job market","year":2021,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Call centre; Job market; Business; Telecommunications; Computer science; Work (physics); Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007580647,0.0001391837,0.0001821579,0.0002289237,0.0004624174,0.0008358934,0.0002277268,0.000144555,0.01623303],"category_scores_gemma":[0.0006211728,0.0001274951,0.0001529506,0.0003325123,0.00001673603,0.0003585074,0.00007382996,0.00040893,0.0009637609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004149576,"about_ca_system_score_gemma":0.0001243316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250107,"about_ca_topic_score_gemma":0.006252923,"domain_scores_codex":[0.998484,0.0000507853,0.0003014,0.0002142995,0.0003877234,0.0005617964],"domain_scores_gemma":[0.9991664,0.00005477808,0.000242639,0.0001217388,0.0002993415,0.0001151492],"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":[0.000006713787,0.00002629141,0.272635,0.000008840226,0.00007211038,0.0004284481,0.00001887717,0.0000686223,0.000007342056,0.00296124,0.7223513,0.001415267],"study_design_scores_gemma":[0.0002830265,0.000005600095,0.2646495,0.0000061626,0.0000381998,0.00001601833,0.00009052175,0.0003317942,4.101531e-7,0.001595805,0.7328583,0.0001246567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3287385,0.0002205924,0.0001014809,0.1262493,0.0009384233,0.0001490772,0.000008545057,0.00007460511,0.5435195],"genre_scores_gemma":[0.9145463,0.00003323033,0.00004490672,0.05499282,0.002589575,0.000006023915,0.00002139705,0.00001586901,0.02774992],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5858077,"threshold_uncertainty_score":0.9998141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01220700555987537,"score_gpt":0.1932810288247433,"score_spread":0.1810740232648679,"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."}}