{"id":"W4413100607","doi":"10.4103/cjrm.cjrm_32_25","title":"We’re recruiting","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004097346,0.000120063,0.0002440281,0.001025256,0.0001866851,0.00009375164,0.0003203931,0.00003747278,0.001817207],"category_scores_gemma":[0.0002552563,0.00009236443,0.0000717449,0.0004635323,0.0001022153,0.0003259426,0.00002731434,0.0002008544,0.00007686979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007623151,"about_ca_system_score_gemma":0.0001148962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004570591,"about_ca_topic_score_gemma":0.009964516,"domain_scores_codex":[0.9990608,0.000007880533,0.0003962927,0.00006746306,0.0001818613,0.0002857391],"domain_scores_gemma":[0.9993455,0.00003212282,0.0002541767,0.0001296121,0.0001698076,0.00006877773],"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":[0.00002908025,0.00001437708,0.03702243,0.0004113042,0.0001678447,0.0005659384,0.0007302641,0.0000734972,0.00009876925,0.06431778,0.7744464,0.1221224],"study_design_scores_gemma":[0.0007812625,0.00002395826,0.005275841,0.001491684,0.0001210571,0.000008766259,0.008335372,0.00007713606,0.000004760912,0.004815197,0.9789608,0.0001042011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5097638,0.00532968,0.0002639878,0.1131978,0.002920906,0.0002506209,9.382447e-7,0.0000303728,0.3682419],"genre_scores_gemma":[0.9850985,0.00003984164,0.00001618856,0.007577223,0.002416626,0.00000137593,0.000003514988,0.00001025946,0.004836497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4753346,"threshold_uncertainty_score":0.9990953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02584772255267202,"score_gpt":0.2445469021363653,"score_spread":0.2186991795836933,"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."}}