{"id":"W4362458183","doi":"10.1177/08404704231165727","title":"Barriers to international physician recruitment in Nova Scotia, Canada","year":2023,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Trillium Health Centre","funders":"","keywords":"Nova scotia; Staffing; Pandemic; Legislature; Health care; Political science; Coronavirus disease 2019 (COVID-19); Medicine; Family medicine; Nursing; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005851189,0.0002035688,0.0002434484,0.0008729941,0.01747219,0.004459025,0.001757859,0.001089789,0.004694741],"category_scores_gemma":[0.01548658,0.0003043143,0.0001865362,0.001634472,0.003249717,0.0007155405,0.004129628,0.001975641,0.0002950246],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06077019,"about_ca_system_score_gemma":0.2490988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9830059,"about_ca_topic_score_gemma":0.9941209,"domain_scores_codex":[0.9929193,0.001391403,0.0002338235,0.0002958073,0.001226929,0.003932775],"domain_scores_gemma":[0.9788906,0.003334787,0.001565784,0.0002097881,0.004100203,0.01189877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000337544,0.0004034021,0.338133,0.001224546,0.00004903671,0.008557962,0.3875249,0.0005359379,0.002373562,0.01353454,0.1099582,0.1373674],"study_design_scores_gemma":[0.0000312226,0.0001414701,0.3054362,0.001250032,0.00002152015,0.0006592195,0.5628163,0.0003326747,0.0003046963,0.0004835125,0.1284527,0.00007036618],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8408316,0.003367356,0.0003819797,0.09031484,0.0005296869,0.0004166003,0.0003059949,0.00004456666,0.06380737],"genre_scores_gemma":[0.9591616,0.003338959,0.0006572051,0.01749086,0.00007324763,0.0001110122,0.0001593924,0.00002673055,0.01898092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9392298,"threshold_uncertainty_score":0.4409206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07623772477894733,"score_gpt":0.4367031892899751,"score_spread":0.3604654645110278,"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."}}