{"id":"W4409699293","doi":"10.22215/cujs.v3i2.5109","title":"NSCI1000 Redesigned: CuPortfolio Edition","year":2025,"lang":"en","type":"article","venue":"Carleton undergraduate journal of science.","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002557629,0.001023029,0.0006137737,0.004639644,0.0008524257,0.00354059,0.002059992,0.001123556,0.3303969],"category_scores_gemma":[0.00987102,0.0007948735,0.0006715018,0.003478084,0.000533875,0.003266895,0.002726079,0.00181084,0.1299061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023311,"about_ca_system_score_gemma":0.003152088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003305324,"about_ca_topic_score_gemma":0.006402462,"domain_scores_codex":[0.9991623,0.00008668924,0.00009043601,0.0001060016,0.0004899947,0.00006457164],"domain_scores_gemma":[0.992838,0.00124887,0.0003446517,0.001205268,0.003640904,0.0007224106],"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":[0.0003184164,0.00009951004,0.0006653623,0.0009593679,0.00001215276,0.0002509961,0.0004941215,0.0007058702,0.00885559,0.00398141,0.631079,0.3525782],"study_design_scores_gemma":[0.0000272416,0.00003783457,0.0008785517,0.0001168341,0.000008698292,0.0001890663,0.0000609447,0.0004965438,0.002630549,0.0006335449,0.9949013,0.0000188229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02259134,0.002836509,0.1084657,0.004293048,0.01102738,0.002828497,0.05855956,0.08707932,0.7023186],"genre_scores_gemma":[0.02439982,0.002764783,0.1425474,0.001057736,0.001036028,0.00239958,0.05686892,0.0406044,0.7283213],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3303969,"threshold_uncertainty_score":0.9551075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01893305521333508,"score_gpt":0.3810481872767936,"score_spread":0.3621151320634585,"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."}}