{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.007454377,0.0002125329,0.000378886,0.0007308548,0.00257574,0.0009807792,0.0005920811,0.0001534025,0.0001085575],"category_scores_gemma":[0.0006814541,0.0001547289,0.00008487963,0.005614599,0.008182562,0.0009152206,0.0006336791,0.002198046,0.00004227563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009550422,"about_ca_system_score_gemma":0.00151396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002760986,"about_ca_topic_score_gemma":0.0003198014,"domain_scores_codex":[0.9958196,0.0004111968,0.0005916028,0.000883899,0.001097061,0.001196681],"domain_scores_gemma":[0.9976637,0.0006371719,0.0001572226,0.0002599799,0.0007821299,0.0004998064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005792295,0.0005966965,0.3331499,0.00001725638,0.00006754446,0.00417722,0.00007020682,0.00001760916,0.003240936,0.4997229,0.002045008,0.1568368],"study_design_scores_gemma":[0.002383315,0.0007465702,0.004578915,0.0002879325,0.00003060461,0.006017815,0.009173537,0.004160705,0.002473227,0.9639791,0.005583626,0.0005845993],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8489492,0.001366458,0.0001096876,0.1447405,0.0005728522,0.0001517164,0.000003368097,0.00001969448,0.004086465],"genre_scores_gemma":[0.9965015,0.001455755,0.0009802103,0.0001011646,0.0003699281,0.000005849264,0.00000123172,0.000007049431,0.0005773171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4642563,"threshold_uncertainty_score":0.9987228,"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."}}