{"id":"W2184682380","doi":"10.22605/rrh2858","title":"Deepening the quality of clinical reasoning and decision-making in rural hospital nursing practice","year":2014,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Nursing; Feeling; Rural area; Acute care; Quality (philosophy); Psychology; Medicine; Health care; Social psychology; Political 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005651274,0.0001219121,0.0006301914,0.00004190234,0.0001511978,0.00002231319,0.00005832643,0.000119741,0.000003911976],"category_scores_gemma":[0.09928872,0.00007439646,0.00008264273,0.0001433281,0.0002472174,0.00007544062,0.00005220157,0.0005014526,0.000001653375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003367804,"about_ca_system_score_gemma":0.0001442444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001129596,"about_ca_topic_score_gemma":0.00004857838,"domain_scores_codex":[0.9977233,0.000440457,0.001030336,0.0002241852,0.0002902519,0.0002914761],"domain_scores_gemma":[0.9610902,0.03776467,0.0005308572,0.0002529578,0.00009457808,0.0002667058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003868407,0.0001149684,0.06316056,0.00003762511,0.00001067414,0.000004028964,0.00075002,0.000002536642,0.000002091042,0.001077511,0.00006557655,0.9343876],"study_design_scores_gemma":[0.002020679,0.0008771598,0.9647796,0.01580495,0.00003904875,0.0001218831,0.002861858,0.007908427,0.000001289664,0.00526747,0.0002003451,0.0001173215],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807354,0.002149454,0.003017244,0.01288671,0.0003019805,0.00025676,0.000001151754,0.00002018656,0.0006310784],"genre_scores_gemma":[0.974209,0.00178165,0.02206834,0.00167363,0.0002444146,4.976204e-7,0.000002745717,0.00001079801,0.000008892648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9342703,"threshold_uncertainty_score":0.9082984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03542301424859339,"score_gpt":0.4684438070776939,"score_spread":0.4330207928291005,"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."}}