{"id":"W2769344251","doi":"10.22605/rrh4285","title":"Understanding how emergency medicine physicians survive and thrive in rural practice: a theoretical model","year":2017,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research; University of British Columbia Hospital","funders":"University of British Columbia; Doctors of BC","keywords":"Medicine; Failure to thrive; Family medicine; Psychology; Medical education; Nursing; Pediatrics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001611861,0.0002524407,0.0006050071,0.00008248587,0.002661904,0.00001788774,0.0001838708,0.0002207456,0.00006668991],"category_scores_gemma":[0.0006951263,0.0001835495,0.00003235986,0.0001114888,0.0005931496,0.0003803114,0.0002038244,0.0008629674,0.000008272086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004218422,"about_ca_system_score_gemma":0.0002557512,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007407228,"about_ca_topic_score_gemma":0.003800218,"domain_scores_codex":[0.9970345,0.0006425738,0.0005942697,0.0003177349,0.0003217964,0.001089066],"domain_scores_gemma":[0.9979661,0.0004148223,0.000659656,0.0004010194,0.0001122112,0.0004462356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008576805,0.0001145936,0.0305458,0.002200882,0.00005421972,0.00002633282,0.06203634,0.0000193126,0.00004862216,0.8378098,0.01748066,0.04880572],"study_design_scores_gemma":[0.005754823,0.001283831,0.06028919,0.01247977,0.00007539553,0.00003526718,0.3432479,0.133578,0.000001472891,0.4381,0.004290364,0.0008639499],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3846403,0.005229266,0.004660276,0.5604335,0.001965508,0.002484727,0.00004301529,0.0001377905,0.04040567],"genre_scores_gemma":[0.9678254,0.02740197,0.0007142864,0.002398634,0.0003908126,0.000005926565,0.00001276814,0.00002719029,0.001223054],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5831851,"threshold_uncertainty_score":0.9992025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1358605235938537,"score_gpt":0.4731479449159272,"score_spread":0.3372874213220735,"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."}}