{"id":"W2081998804","doi":"10.1111/j.1440-1584.2006.00805.x","title":"Preparing professionals from a wide range of disciplines for life and work in rural and small communities","year":2006,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Work (physics); Subject (documents); Rural area; Sociology; Engineering ethics; Public relations; Medical education; Medicine; Political science; Library science; Engineering; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006105861,0.0001063951,0.0003407536,0.0000237716,0.0001365681,0.00002878893,0.0001210201,0.0000539661,0.00001180433],"category_scores_gemma":[0.0000444775,0.00004291057,0.0000541741,0.0001240433,0.00009447416,0.0001639166,0.00004950034,0.0001343928,8.483475e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003206171,"about_ca_system_score_gemma":0.00004232109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004083687,"about_ca_topic_score_gemma":0.005258164,"domain_scores_codex":[0.9988742,0.0001363112,0.0005873132,0.0000567498,0.0001125009,0.0002329392],"domain_scores_gemma":[0.9989912,0.0004380442,0.0003354777,0.00002867229,0.00008888201,0.000117741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002896592,0.00005665339,0.9852784,0.00006910865,0.000007670008,6.665842e-7,0.0009613643,0.000002769037,0.0001817954,0.00004577332,0.001081908,0.01202423],"study_design_scores_gemma":[0.0003979055,0.0002331049,0.9802279,0.0004178293,0.000004226098,0.000003513763,0.01489242,0.000003106669,0.00005117541,0.003446459,0.0002399657,0.00008238186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878007,0.0007518011,0.000001217057,0.01108641,0.00006562579,0.000264515,0.00001968066,0.000004445029,0.000005673029],"genre_scores_gemma":[0.9989707,0.0001447763,0.0004707896,0.00008999202,0.000100449,0.000005064881,0.00001856374,8.847248e-7,0.0001987426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01393106,"threshold_uncertainty_score":0.6173339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03983890962865737,"score_gpt":0.2968259889278345,"score_spread":0.2569870792991771,"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."}}