{"id":"W7065840211","doi":"","title":"Enhancing quantitative skills in life sciences: Sustainable approaches to curriculum development","year":2025,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brainstorming; Curriculum; Strengths and weaknesses; Quantitative analysis (chemistry); Quantitative research; Training (meteorology); Perception; Government (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1029853,0.00082147,0.001067099,0.004827176,0.003537389,0.008528482,0.005015954,0.002849574,0.01006997],"category_scores_gemma":[0.1712262,0.0008982492,0.001552043,0.003761425,0.003841155,0.008640322,0.01649053,0.006449459,0.002927812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01314064,"about_ca_system_score_gemma":0.0915152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01087364,"about_ca_topic_score_gemma":0.02811942,"domain_scores_codex":[0.9449243,0.03931298,0.003335982,0.001698083,0.007835845,0.002892894],"domain_scores_gemma":[0.8230025,0.09584808,0.01438449,0.01220857,0.0293872,0.02516915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009702886,0.001084319,0.009724917,0.01897545,0.0001486534,0.0002524217,0.02823237,0.001282933,0.002301558,0.03006842,0.08794436,0.8198876],"study_design_scores_gemma":[0.0004867225,0.001255885,0.0616667,0.07273757,0.0003501904,0.000658332,0.03456486,0.002320296,0.004144079,0.1299464,0.6915424,0.0003266663],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.07523964,0.05649956,0.2886178,0.4989493,0.009749547,0.0155738,0.001858973,0.002378066,0.05113338],"genre_scores_gemma":[0.2270882,0.03393016,0.6450057,0.06606166,0.00149109,0.01816223,0.001054957,0.0004070698,0.006798974],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1029853,"threshold_uncertainty_score":0.5446451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4152033912251811,"score_gpt":0.4346498948124445,"score_spread":0.01944650358726346,"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."}}