{"id":"W4286902560","doi":"10.5281/zenodo.5418103","title":"Guidelines for developing and updating short courses and course programs using the ISCB competency framework","year":2021,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"","keywords":"Course (navigation); Computer science; Short course; Computational biology; Data science; Software engineering; Biology; Medicine; Engineering; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002867484,0.0003027761,0.000378962,0.0001635145,0.002708192,0.001030313,0.0005446192,0.0002338795,0.002039656],"category_scores_gemma":[0.002405615,0.0002665361,0.00007153671,0.0004213837,0.0002358012,0.0001327031,0.0009758194,0.0004594305,0.00008457769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001845296,"about_ca_system_score_gemma":0.0001334915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003566477,"about_ca_topic_score_gemma":0.000003609971,"domain_scores_codex":[0.9970711,0.0003834412,0.0006604864,0.0007220656,0.0006909225,0.0004719722],"domain_scores_gemma":[0.9950626,0.0001399321,0.000278999,0.0004682111,0.00394526,0.0001049696],"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":[0.00006212799,0.000135183,0.0004508732,0.0005683466,0.0006340608,0.00002778285,0.004707,0.00001303356,0.0002050904,0.01169459,0.2289021,0.7525998],"study_design_scores_gemma":[0.0002784459,0.0001111154,0.002646132,0.0006975488,0.0001897447,0.0005566988,0.004160163,0.0006365828,0.00001411358,0.0006671441,0.9896177,0.000424596],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1485655,0.04590418,0.3181318,0.02934904,0.01282259,0.01874272,0.001407337,0.003923716,0.4211532],"genre_scores_gemma":[0.5122296,0.0212013,0.3410396,0.003625177,0.01456926,0.00001610777,0.05690749,0.02203082,0.02838063],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7607156,"threshold_uncertainty_score":0.9999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2842198116339245,"score_gpt":0.4300703027315315,"score_spread":0.1458504910976071,"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."}}