{"id":"W2092506716","doi":"10.1111/j.1440-1584.2004.00543.x","title":"PREPARING ALLIED HEALTH STUDENTS FOR FIELDWORK IN SMALLER COMMUNITIES","year":2004,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Queen (butterfly); Rehabilitation; Medicine; Library science; Gerontology; Physical therapy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003994951,0.0002811816,0.001034573,0.0002736117,0.0009358634,0.00002583677,0.0007486396,0.0002251997,0.0001374007],"category_scores_gemma":[0.00008998038,0.0002513803,0.0001693423,0.0003302599,0.00007147832,0.0002827462,0.0001095142,0.001604392,0.00003167216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001890317,"about_ca_system_score_gemma":0.002121128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009660971,"about_ca_topic_score_gemma":0.01378594,"domain_scores_codex":[0.9942328,0.0008689067,0.002588645,0.0001364989,0.0005930286,0.001580169],"domain_scores_gemma":[0.9963172,0.0004860611,0.001803601,0.0003649666,0.0002728944,0.0007552825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002148822,0.0009662537,0.7069166,0.004963854,0.0001730439,0.00002660647,0.1317486,0.004334242,0.000005858193,0.006591846,0.1251024,0.01702187],"study_design_scores_gemma":[0.02516356,0.009438467,0.3426264,0.0440584,0.00003671146,0.0001680098,0.4064588,0.00001795445,0.00002712003,0.01567624,0.1553158,0.001012591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453979,0.001311867,0.0002637029,0.04878552,0.001711631,0.002097409,0.00002404343,0.00004790318,0.0003599899],"genre_scores_gemma":[0.9846238,0.001582563,0.0043554,0.007534733,0.0004590135,0.00005148015,0.00002212954,0.00004125495,0.001329605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3642903,"threshold_uncertainty_score":0.9999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1195020476405668,"score_gpt":0.5057222734377353,"score_spread":0.3862202257971686,"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."}}