{"id":"W3016436055","doi":"10.1096/fasebj.2020.34.s1.09327","title":"Systems Thinking: An approach for departmental transformation in the life sciences","year":2020,"lang":"en","type":"article","venue":"The FASEB Journal","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"General partnership; Medical education; Plan (archaeology); Liberal arts education; The arts; Psychology; Political science; Higher education; Public relations; Medicine; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.03159388,0.001169245,0.0008159171,0.008366184,0.005926629,0.01550823,0.003223342,0.001874918,0.005898289],"category_scores_gemma":[0.01573282,0.0007703992,0.001519277,0.006382436,0.01953991,0.007284214,0.009643489,0.005877234,0.0007661168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01234488,"about_ca_system_score_gemma":0.02102071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004313234,"about_ca_topic_score_gemma":0.008408921,"domain_scores_codex":[0.9752406,0.02067004,0.000681402,0.001134324,0.001578268,0.0006953749],"domain_scores_gemma":[0.9807147,0.01394157,0.000884788,0.001461523,0.001614485,0.001382853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005644432,0.0003261774,0.00301757,0.0008373688,0.00007399736,0.000314259,0.08453599,0.00219591,0.0006869968,0.7658411,0.007791679,0.1343224],"study_design_scores_gemma":[0.00008902344,0.0002440235,0.002301379,0.001184088,0.00005882468,0.0003565443,0.06596685,0.007257007,0.0008757929,0.7533486,0.1682579,0.00006005576],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02832489,0.004139237,0.7843566,0.02372023,0.0009938236,0.002372259,0.0002045692,0.0007962806,0.1550921],"genre_scores_gemma":[0.2424956,0.002301728,0.7369409,0.002156358,0.0001666052,0.004102853,0.0001495213,0.0002282375,0.01145825],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03159388,"threshold_uncertainty_score":0.1670864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03945063449586215,"score_gpt":0.2407205780669655,"score_spread":0.2012699435711033,"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."}}