{"id":"W1975938102","doi":"10.1021/ed4005968","title":"The Advanced Interdisciplinary Research Laboratory: A Student Team Approach to the Fourth-Year Research Thesis Project Experience","year":2014,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto Mississauga; Connaught Fund","keywords":"Undergraduate research; Identification (biology); Work (physics); Project management; Agile software development; Higher education; Engineering ethics; Engineering; Engineering management; Psychology; Mathematics education; Medical education; Systems engineering; Medicine; Political science; Ecology; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00587956,0.000106648,0.0001342748,0.0001364695,0.0003501176,0.0001655611,0.001200096,0.0001215729,0.00000376688],"category_scores_gemma":[0.003830855,0.00005620029,0.00008300564,0.0005100945,0.000482658,0.00001206293,0.0005501158,0.0006630641,0.00001554959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007501106,"about_ca_system_score_gemma":0.0009666022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007158074,"about_ca_topic_score_gemma":0.000005892874,"domain_scores_codex":[0.9970449,0.0005068003,0.0004299101,0.0002078141,0.001349971,0.0004606665],"domain_scores_gemma":[0.9971418,0.0002556627,0.00012401,0.0005177853,0.001729547,0.000231143],"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":[0.0009211323,0.001131592,0.0008141432,0.00009931695,0.00009345935,4.061209e-7,0.01279202,0.00002217739,0.3872676,0.000226248,0.4000522,0.1965798],"study_design_scores_gemma":[0.0006624942,0.00187071,0.002179746,0.0001411315,0.00001443271,0.00003733904,0.08876891,0.000382984,0.2609708,0.001004489,0.6437098,0.0002571478],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802358,0.000567591,0.0005850153,0.008507674,0.0004085532,0.0006621371,0.000003274274,0.000003459696,0.009026517],"genre_scores_gemma":[0.9954432,0.0002730342,0.002327964,0.0001529195,0.00124678,0.00007807006,0.000007133087,0.00001225366,0.0004586112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2436576,"threshold_uncertainty_score":0.4586167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04175136570989573,"score_gpt":0.434407625146887,"score_spread":0.3926562594369912,"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."}}