{"id":"W2259985199","doi":"","title":"Survey of Biology Capstone Courses in American and Canadian Higher Education: Requirement, Content, and Skills.","year":2015,"lang":"en","type":"article","venue":"Bioscene: The Journal Of College Biology Teaching","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Capstone; Capstone course; Medical education; Mathematics education; Biology; Psychology; Medicine; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002823455,0.0001365415,0.0003114703,0.0002134203,0.00008022122,0.00001049195,0.0002878404,0.0001578182,0.000004357321],"category_scores_gemma":[0.0009242741,0.00008996958,0.00003190595,0.0001213171,0.0008697864,0.000007879926,0.0001146525,0.0002416271,4.943158e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005110526,"about_ca_system_score_gemma":0.000993148,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02373366,"about_ca_topic_score_gemma":0.02585703,"domain_scores_codex":[0.9983014,0.0006630031,0.0005028591,0.0001307602,0.0001081396,0.0002937837],"domain_scores_gemma":[0.9987051,0.0001124936,0.0003566326,0.0001779902,0.0003249835,0.0003227896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003080999,0.0002626845,0.8991416,0.00003130167,0.0001804528,0.000002942275,0.0004276223,0.000001127985,0.06557332,0.0007748592,0.00882774,0.02446826],"study_design_scores_gemma":[0.001819631,0.00281087,0.9108031,0.00007217765,0.00004382834,0.0001190427,0.002192838,0.00002346493,0.003785897,0.0002652688,0.07780925,0.0002545973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991624,0.005304629,0.00003938658,0.001905998,0.0004379878,0.000137386,0.00009217893,0.000001268981,0.0004571439],"genre_scores_gemma":[0.9967329,0.001743132,0.0005284182,0.0005228347,0.0001574125,0.000001722885,0.00003569988,0.000008363186,0.0002695472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06898151,"threshold_uncertainty_score":0.9919186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04909637183881884,"score_gpt":0.3410428290866191,"score_spread":0.2919464572478003,"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."}}