{"id":"W4315865191","doi":"10.1016/j.sapharm.2023.01.001","title":"Do entry year pharmacy students have similar personal characteristics? Comparing personalities, professional goals, and role perceptions","year":2023,"lang":"en","type":"article","venue":"Research in Social and Administrative Pharmacy","topic":"Medical Education and Admissions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Otago","keywords":"Conscientiousness; Pharmacy; Agreeableness; Psychology; Openness to experience; Big Five personality traits; Extraversion and introversion; Personality; Medical education; Family medicine; Medicine; Social psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009140346,0.0001585615,0.0002958304,0.0001584284,0.000697154,0.0001040398,0.0001096298,0.00005127541,0.002842524],"category_scores_gemma":[0.0004465456,0.0001384232,0.00005681491,0.0003817863,0.0005170166,0.000111181,0.0001867001,0.0008466977,0.0000537863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001177283,"about_ca_system_score_gemma":0.001302419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007012852,"about_ca_topic_score_gemma":0.000008545833,"domain_scores_codex":[0.9976691,0.0003592666,0.0002729581,0.0003661755,0.0008367194,0.0004958065],"domain_scores_gemma":[0.9984422,0.0002629954,0.00004577779,0.00005910995,0.0001558187,0.00103413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004425106,0.0008247936,0.9503011,0.0002596065,0.00007150097,0.0001158698,0.02409188,1.348962e-8,0.001547331,0.0009043657,0.01426822,0.007172769],"study_design_scores_gemma":[0.004561647,0.0001088618,0.8293421,0.000407653,0.00003649267,0.00002798902,0.1207527,0.0008961997,0.00008658881,0.0006783803,0.04287444,0.0002269689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755309,0.0002219188,7.148122e-7,0.02006149,0.0001119996,0.0004547871,0.0001421878,0.00003801523,0.003438024],"genre_scores_gemma":[0.989188,0.0009918875,0.00002444616,0.0005021392,0.000767505,0.0001056487,0.000159254,0.00001453732,0.00824654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.120959,"threshold_uncertainty_score":0.998069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3943389643844957,"score_gpt":0.5856877783529878,"score_spread":0.1913488139684921,"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."}}