{"id":"W3021421181","doi":"10.1016/j.cptl.2020.04.001","title":"Strategies to optimize implementation of novel preceptorship models: Peer-assisted learning and near-peer teaching","year":2020,"lang":"en","type":"article","venue":"Currents in Pharmacy Teaching and Learning","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Alberta Health Services","funders":"University of British Columbia","keywords":"Preceptor; Pharmacy; Medical education; Experiential learning; Teamwork; Peer learning; Medicine; Nursing; Psychology; Pedagogy; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01186783,0.000247604,0.0003577152,0.0001907857,0.00176994,0.0003980771,0.0002356843,0.00006862882,0.00006512673],"category_scores_gemma":[0.004241631,0.0002696039,0.00004736868,0.0003270656,0.0001627404,0.0009153887,0.0001933661,0.003391951,0.000001342383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001035683,"about_ca_system_score_gemma":0.0001607157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004546944,"about_ca_topic_score_gemma":0.00005733311,"domain_scores_codex":[0.9934139,0.004383092,0.0005187162,0.000505048,0.0006966166,0.0004825924],"domain_scores_gemma":[0.9985375,0.0007290899,0.0002927212,0.0000670802,0.0001576215,0.0002160237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007084118,0.00009046943,0.08254997,0.00009828326,0.00004230098,0.000001247737,0.4543864,0.02129184,0.003785986,0.008121517,0.0001391601,0.429422],"study_design_scores_gemma":[0.006224884,0.000380163,0.01230043,0.0005555403,0.0001198287,0.000005524761,0.5264775,0.2620696,0.0003292597,0.0003798711,0.1898716,0.001285783],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9105963,0.0001435005,0.07800717,0.00252014,0.0002487844,0.0003529915,0.000004820195,0.0001782142,0.007948113],"genre_scores_gemma":[0.9324938,0.00002298417,0.0668842,0.000119934,0.0001750086,0.00001680026,0.00002004564,0.00003344597,0.0002337614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4281362,"threshold_uncertainty_score":0.9999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1717069096502408,"score_gpt":0.4891796300388843,"score_spread":0.3174727203886435,"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."}}