{"id":"W4220980964","doi":"10.5206/cjsotlrcacea.2022.1.8553","title":"Uncharted Territory: Curriculum Mapping Multiple Majors Simultaneously","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Curriculum; Bachelor; Process (computing); Scale (ratio); Concept map; Representation (politics); Computer science; Mathematics education; Pedagogy; Cartography; Geography; Psychology; Political science","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":[0.008520655,0.000391094,0.000453287,0.002985896,0.003675878,0.00583228,0.00137809,0.0007405271,0.01215905],"category_scores_gemma":[0.03234909,0.000442044,0.0004726692,0.007046479,0.002422156,0.006832961,0.007961501,0.001547549,0.001551489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003552287,"about_ca_system_score_gemma":0.0112304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02496615,"about_ca_topic_score_gemma":0.05792211,"domain_scores_codex":[0.9911267,0.004776943,0.0003102182,0.001296353,0.001662133,0.0008276281],"domain_scores_gemma":[0.9875452,0.004041232,0.001203326,0.003064978,0.002471171,0.001674082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002310973,0.000282435,0.04703301,0.0005751914,0.00008927249,0.0004075055,0.08338593,0.00345681,0.009425908,0.06797419,0.02234648,0.7647922],"study_design_scores_gemma":[0.00006886356,0.0006292128,0.1448207,0.000896694,0.0001886762,0.0005650574,0.1607293,0.01419237,0.01127074,0.1143544,0.5520651,0.0002188659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4813202,0.000654321,0.309077,0.01093935,0.0006056541,0.002202558,0.00279071,0.001847342,0.1905627],"genre_scores_gemma":[0.7582431,0.0003794771,0.2186645,0.000778411,0.00005633085,0.001215001,0.001023254,0.0004995225,0.01914032],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02496615,"threshold_uncertainty_score":0.04964167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02415566514133128,"score_gpt":0.2763109379632184,"score_spread":0.2521552728218871,"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."}}