{"id":"W4256705431","doi":"10.31219/osf.io/uge3a","title":"Implementation of an Open Science Instruction Program for Undergraduates","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transparency (behavior); Open science; Context (archaeology); Curriculum; Open data; Best practice; Undergraduate research; Political science; Medical education; Engineering ethics; Pedagogy; Engineering; Sociology; Geography; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01737952,0.0004936688,0.0004925397,0.001522777,0.004823283,0.00418857,0.003299981,0.001718674,0.03567363],"category_scores_gemma":[0.03520611,0.0006271893,0.0004292439,0.001095403,0.001490966,0.002684972,0.009439566,0.004503679,0.010846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00590132,"about_ca_system_score_gemma":0.03061017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003250024,"about_ca_topic_score_gemma":0.01113422,"domain_scores_codex":[0.992865,0.002365678,0.0003082254,0.0008848379,0.00196241,0.001613879],"domain_scores_gemma":[0.9134565,0.007011071,0.002345941,0.005983584,0.01609905,0.05510377],"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":[0.0006921608,0.02602766,0.03968021,0.0003841328,0.00002256193,0.0005347033,0.02640011,0.0007865194,0.007567216,0.008679208,0.2583295,0.6308959],"study_design_scores_gemma":[0.0006855602,0.006458341,0.1653221,0.0005071058,0.00003060393,0.0002974238,0.03042194,0.003589514,0.01191693,0.01139506,0.7691833,0.0001921498],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7640832,0.0002281233,0.02659544,0.05367915,0.003104277,0.01430637,0.002863031,0.004938745,0.1302017],"genre_scores_gemma":[0.6782398,0.0002308276,0.09546091,0.010563,0.0007634651,0.01701645,0.005294856,0.0005513927,0.1918792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9967,"threshold_uncertainty_score":0.1193401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0536951857760022,"score_gpt":0.4180708698080268,"score_spread":0.3643756840320246,"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."}}