{"id":"W2609014668","doi":"10.36834/cmej.36947","title":"Systems thinking and structural competence in and for medical education","year":2017,"lang":"en","type":"editorial","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Competence (human resources); Computer science; Data science; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01528531,0.004368967,0.004587745,0.007466892,0.006205684,0.01310392,0.005327132,0.03754821,0.008142736],"category_scores_gemma":[0.05941498,0.001456209,0.003069859,0.003771325,0.007528577,0.006650657,0.002982971,0.03933316,0.003249716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01218367,"about_ca_system_score_gemma":0.01847307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02951297,"about_ca_topic_score_gemma":0.0769385,"domain_scores_codex":[0.9884036,0.001843144,0.001529891,0.0008013702,0.006663095,0.0007589385],"domain_scores_gemma":[0.9242741,0.04556047,0.002378972,0.001352615,0.02050031,0.00593358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000212907,0.00001131065,0.0000252843,0.0002315771,0.00001700862,0.00007650955,0.00003551303,0.00002224532,0.000009334452,0.0008589785,0.9951274,0.003563533],"study_design_scores_gemma":[0.0001523714,0.00002643324,0.0006332652,0.00176089,0.0001518313,0.0002934109,0.0002599112,0.0002995214,0.00007001904,0.005475237,0.9908341,0.00004319432],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003083959,0.01177918,0.00007738105,0.09534007,0.8917989,0.00001213415,0.00003214179,0.00001445658,0.0009149169],"genre_scores_gemma":[0.0005125087,0.007586346,0.00009481819,0.02308077,0.9650639,0.00001762631,0.00001657148,0.00001612577,0.003611229],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03754821,"threshold_uncertainty_score":0.08839911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009611289038679296,"score_gpt":0.3510546679138487,"score_spread":0.3414433788751693,"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."}}