{"id":"W2164063403","doi":"10.1111/j.1466-769x.2011.00493.x","title":"Maths for medications: an analytical exemplar of the social organization of nurses' knowledge","year":2011,"lang":"en","type":"article","venue":"Nursing Philosophy","topic":"Nursing education and management","field":"Nursing","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Bible College; University of Calgary","funders":"","keywords":"Materiality (auditing); Numeracy; Ethnography; Argument (complex analysis); Objectivity (philosophy); Psychology; Participant observation; Pedagogy; Nursing; Sociology; Epistemology; Medicine; Literacy; Social 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":[],"consensus_categories":[],"category_scores_codex":[0.0001684041,0.000111099,0.0001851647,0.0001468008,0.0002279927,0.000009576823,0.0003066679,0.00008937602,0.00007316581],"category_scores_gemma":[0.0001080899,0.00009633337,0.0000842876,0.0005267712,0.000355647,0.000112433,0.00001254154,0.00007622268,0.00000577134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019148,"about_ca_system_score_gemma":0.0000556925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009437718,"about_ca_topic_score_gemma":9.098203e-7,"domain_scores_codex":[0.9990379,0.00007830853,0.0003321756,0.0001989922,0.0001931807,0.0001594161],"domain_scores_gemma":[0.9989952,0.00004086383,0.0002316166,0.0003375018,0.000339055,0.00005574213],"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":[0.0002588663,0.00619082,0.001774693,0.0003905577,0.0001187717,1.211891e-7,0.1607109,0.000003496969,0.003793446,0.7312121,0.03892872,0.05661748],"study_design_scores_gemma":[0.005945073,0.001891268,0.2552766,0.00320803,0.003644184,0.00002108374,0.01688168,0.002899824,0.140728,0.5207696,0.04723776,0.001496916],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6332653,0.0004703003,0.01075925,0.0889511,0.05963842,0.00533752,0.0001634069,0.0006286422,0.2007861],"genre_scores_gemma":[0.9979708,7.606205e-7,0.001169886,0.0001901987,0.0003528172,0.00001209367,0.00002867184,0.00003369573,0.0002410553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3647056,"threshold_uncertainty_score":0.3928361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06972951088158157,"score_gpt":0.3640021395394613,"score_spread":0.2942726286578797,"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."}}