{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01824898,0.0004929897,0.0009552016,0.001554107,0.006898968,0.004195877,0.001486111,0.00178887,0.002752216],"category_scores_gemma":[0.02660764,0.0006001407,0.0004914166,0.001723086,0.008091563,0.003562722,0.006101386,0.003444583,0.0003195117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004581165,"about_ca_system_score_gemma":0.00546369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005327966,"about_ca_topic_score_gemma":0.006580311,"domain_scores_codex":[0.9863907,0.0100608,0.0004070479,0.0005268524,0.0008859754,0.001728583],"domain_scores_gemma":[0.9743354,0.01754185,0.002063519,0.0005963131,0.002123707,0.003339179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002136945,0.00006301922,0.005936599,0.00008065224,0.000004589643,0.0002750254,0.9900304,0.0000222413,0.0003122129,0.0003350707,0.0002359261,0.002682909],"study_design_scores_gemma":[0.00000382983,0.00007824772,0.002634614,0.0001155223,0.000003092627,0.0001627249,0.9933679,0.0000512804,0.0001625567,0.0001098825,0.003299197,0.00001114308],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946957,0.000472543,0.0009649019,0.001626213,0.00005045686,0.0001067328,0.00006729695,0.00001056064,0.002005504],"genre_scores_gemma":[0.9973782,0.0004474284,0.0003700158,0.0006471867,0.00001638999,0.0001350315,0.00002733167,0.00001254199,0.0009658225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01824898,"threshold_uncertainty_score":0.09651107,"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."}}