{"id":"W3160016503","doi":"10.26685/urncst.275","title":"DeSCIpher 2021 Undergraduate Sciences Case Competition: Space Debris","year":2021,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Competition (biology); Infographic; Rubric; Space (punctuation); Mathematics education; Psychology; Computer science; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005253299,0.0007819802,0.0004979795,0.001286508,0.01210271,0.009788627,0.002857166,0.004507822,0.09822311],"category_scores_gemma":[0.01108891,0.0004276125,0.0006367851,0.001725867,0.00311529,0.002849821,0.009584474,0.004148327,0.02270747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01011835,"about_ca_system_score_gemma":0.01432155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03480734,"about_ca_topic_score_gemma":0.1624268,"domain_scores_codex":[0.9925802,0.001404558,0.0001745474,0.0005149577,0.00346575,0.001859979],"domain_scores_gemma":[0.985607,0.001540045,0.0002848431,0.0005803732,0.002699358,0.009288345],"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":[0.0001262196,0.0001607696,0.001051827,0.0001549919,0.000006075019,0.001099584,0.003090998,0.0001623956,0.0005079912,0.01149573,0.9623331,0.01981025],"study_design_scores_gemma":[0.00002087046,0.00008211979,0.001273333,0.00005050976,0.000002724185,0.0003172348,0.004253085,0.0001185149,0.0004179325,0.00157602,0.9918641,0.00002368659],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0717218,0.002444087,0.004779351,0.1527224,0.01685794,0.001809195,0.004362407,0.001572398,0.7437305],"genre_scores_gemma":[0.1785553,0.001449112,0.00428307,0.02892659,0.002174888,0.0009427468,0.002764506,0.000655335,0.7802484],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09822311,"threshold_uncertainty_score":0.3285891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06818432419084126,"score_gpt":0.4155501284523437,"score_spread":0.3473658042615024,"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."}}