{"id":"W3000007877","doi":"10.36584/cjic.2019.002","title":"Designing an innovative professional development experience to build infection control professionals’ educational expertise","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Infection Control","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"Alberta Health Services","keywords":"Professional learning community; Context (archaeology); Professional development; Collaborative learning; Experiential learning; Community of practice; Teaching and learning center; Identity (music); Pedagogy; Knowledge management; Learning environment; Situated learning; Teaching method; Psychology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00180154,0.0001573197,0.0002329081,0.0005813331,0.001140292,0.0001803882,0.0001757546,0.0001202511,0.003222306],"category_scores_gemma":[0.0009605786,0.0001483642,0.00006247835,0.0006649785,0.000073141,0.001178957,0.000007758164,0.0003773927,0.0001345094],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001335533,"about_ca_system_score_gemma":0.01029653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01127982,"about_ca_topic_score_gemma":0.022667,"domain_scores_codex":[0.997614,0.0006381594,0.0005871378,0.0002176078,0.0005303916,0.0004126921],"domain_scores_gemma":[0.9967079,0.0002712299,0.0004470457,0.0001256248,0.001560248,0.0008879461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001367357,0.0003905416,0.848805,0.00001584434,0.0001377575,0.000006047313,0.1142729,0.001440526,0.002430813,0.00532793,0.01231573,0.01472014],"study_design_scores_gemma":[0.001292168,0.0002063763,0.5556628,0.0001800272,0.00001513836,0.00001403135,0.004393385,0.00003188664,0.00028922,0.0001021986,0.4375331,0.000279784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707649,0.0000612029,0.009355769,0.008540497,0.008780237,0.0007943675,0.000004369872,0.00001771177,0.001680998],"genre_scores_gemma":[0.9926887,0.000004904067,0.0007994068,0.002938709,0.0008508206,0.0001471823,0.000004592257,0.00001589252,0.002549853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4252173,"threshold_uncertainty_score":0.9976889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03135813180236006,"score_gpt":0.3599606555328108,"score_spread":0.3286025237304507,"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."}}