{"id":"W3036583526","doi":"10.3399/bjgpopen20x101045","title":"Intellectual stimulation in family medicine: an international qualitative study of student perceptions","year":2020,"lang":"en","type":"article","venue":"BJGP Open","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Newcastle University","keywords":"Perception; Qualitative research; Stimulation; Psychology; Medicine; Medical education; Sociology; Internal medicine; Neuroscience; Social science","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":[0.001302655,0.00004961996,0.0001448371,0.0000659709,0.0001069118,0.00004180526,0.0009302173,0.00002790657,0.001438359],"category_scores_gemma":[0.0005346726,0.00004618631,0.00001228625,0.0002954195,0.000162027,0.0003773419,0.0002210789,0.00009101297,0.00002260744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006481911,"about_ca_system_score_gemma":0.00006415136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00870598,"about_ca_topic_score_gemma":0.00397887,"domain_scores_codex":[0.9983822,0.0004791313,0.0001918718,0.0001603504,0.0007044561,0.00008202985],"domain_scores_gemma":[0.9994497,0.0002030143,0.00005425688,0.00007309826,0.000136055,0.00008389732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005611335,0.0002904526,0.02757206,0.000001466126,0.00001773632,0.000002793526,0.967508,0.00009578111,0.00004174197,0.001334079,0.001722724,0.001357076],"study_design_scores_gemma":[0.0009723942,0.0006168341,0.1220575,0.00001549936,0.00001245719,2.492104e-8,0.8745646,0.0000853462,5.00619e-7,0.000107922,0.001523032,0.00004381471],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962509,0.000006540403,0.0001083486,0.002658079,0.000168315,0.0005245114,0.000005074218,0.00001118619,0.03400899],"genre_scores_gemma":[0.9989548,0.00001952937,0.00006289665,0.0006168183,0.0001346282,0.000008409126,0.00001616374,0.00000266509,0.0001841117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09448545,"threshold_uncertainty_score":0.9994745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3138038477781555,"score_gpt":0.5290570913756351,"score_spread":0.2152532435974795,"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."}}