{"id":"W6979928116","doi":"","title":"Analysis of the vocabulary used by a community of practice over time: a case study of scientific knowledge transfer","year":2011,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Vocabulary; Knowledge transfer; Sociology of scientific knowledge; Scientific literature; MEDLINE; Adverse effect","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.006579443,0.0004275211,0.001102021,0.0009669256,0.002653525,0.00008103096,0.001644744,0.0004274729,0.0004670951],"category_scores_gemma":[0.001419481,0.0003884222,0.0006890393,0.004657079,0.0004200139,0.0007966718,0.0002700425,0.001197624,0.00001740715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002179167,"about_ca_system_score_gemma":0.0001376291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03394009,"about_ca_topic_score_gemma":0.2040996,"domain_scores_codex":[0.9924377,0.004155303,0.001189015,0.0005925482,0.001189544,0.0004358987],"domain_scores_gemma":[0.9954093,0.0009556058,0.000922291,0.001377568,0.001184587,0.0001506591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00300814,0.08720078,0.03081158,0.006431972,0.06359862,0.0005677429,0.3939234,0.000112476,0.139138,0.1012107,0.0001962598,0.1738002],"study_design_scores_gemma":[0.008941231,0.002030877,0.03076789,0.002094695,0.083791,0.00001839175,0.7495675,0.0003609702,0.06170112,0.002763283,0.05336375,0.004599325],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8693802,0.0001987883,8.95873e-8,0.000001742597,0.0004961965,0.001130294,0.0004225238,0.00003940675,0.1283308],"genre_scores_gemma":[0.9838916,0.00002118858,0.00001399391,0.000007877232,0.000009382018,0.00004813365,0.0001672453,0.00005434757,0.01578622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.355644,"threshold_uncertainty_score":0.9998568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04099674570801477,"score_gpt":0.315134573182669,"score_spread":0.2741378274746542,"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."}}