{"id":"W4413101955","doi":"10.4103/cjrm.cjrm_58_24","title":"A rolodex of skills and roles: listening and learning from northern physician recruiters","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; Laurentian University; NOSM University","funders":"","keywords":"Active listening; Psychology; Medical education; Medicine; Communication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005799473,0.0001264698,0.0005142443,0.000278295,0.0003895913,0.000004987107,0.0001234277,0.0001165381,0.00007813215],"category_scores_gemma":[0.0007178726,0.0000978271,0.00002991234,0.0002279555,0.0002250933,0.00008839715,0.00002060965,0.0008223529,0.000001998317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001725352,"about_ca_system_score_gemma":0.0007184821,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04825823,"about_ca_topic_score_gemma":0.102466,"domain_scores_codex":[0.9984047,0.0003075202,0.0006725134,0.00009085798,0.000143899,0.0003805191],"domain_scores_gemma":[0.9979021,0.0006220092,0.0004849289,0.0001018544,0.0002779999,0.0006111263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006977598,0.000006267812,0.883643,0.000224694,0.00008359325,0.00004704664,0.03548094,0.00003553051,0.0002498557,0.0002072382,0.003745227,0.07620686],"study_design_scores_gemma":[0.006045765,0.00127974,0.5803559,0.05143201,0.0003688947,0.00003464837,0.2552326,0.0003266864,0.00003662727,0.003610176,0.1009331,0.0003437593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762781,0.01093118,0.00004229456,0.009644973,0.0005379146,0.0001896805,0.000006896238,0.000006117337,0.0023629],"genre_scores_gemma":[0.9954618,0.0003973428,0.0001406899,0.002736691,0.0003440571,0.000002158532,0.000005324718,0.00001149959,0.0009004428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.303287,"threshold_uncertainty_score":0.9580795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01729867318337356,"score_gpt":0.3535174957312361,"score_spread":0.3362188225478625,"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."}}