{"id":"W4409985373","doi":"10.32396/usurj.v10i1.811","title":"Home, In Parting","year":2025,"lang":"en","type":"article","venue":"USURJ University of Saskatchewan Undergraduate Research Journal","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00118744,0.0001085127,0.0002345169,0.0006939999,0.0009476476,0.00009451015,0.00050684,0.00009925892,0.0003044125],"category_scores_gemma":[0.00006777835,0.0001069521,0.0001114749,0.000225976,0.0009942912,0.0002886666,0.000181726,0.001113767,0.00002737735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001791246,"about_ca_system_score_gemma":0.0003962562,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001935095,"about_ca_topic_score_gemma":0.04939017,"domain_scores_codex":[0.9984678,0.0002451199,0.00022305,0.0001863025,0.0003868934,0.0004908359],"domain_scores_gemma":[0.9990684,0.0001321905,0.0001006773,0.0001805762,0.0004247591,0.00009335443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006145429,0.001020239,0.03299951,0.0003394163,0.0006848,0.00106898,0.3385647,0.000156781,0.001822768,0.4144962,0.1623323,0.04589971],"study_design_scores_gemma":[0.001337726,0.0001395141,0.001129947,0.0003275918,0.00002380054,0.00001469391,0.5413393,0.00008497947,0.0002102725,0.1460447,0.309163,0.0001844428],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7439561,0.001163622,0.0005168834,0.04281454,0.0004302943,0.0003482067,0.00003065682,0.0001276392,0.2106121],"genre_scores_gemma":[0.9664145,0.0004215203,0.0001329979,0.00003535579,0.00007252429,1.716366e-7,0.000003077943,0.000006567993,0.03291329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2684515,"threshold_uncertainty_score":0.967956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04095525299434166,"score_gpt":0.2769555686369483,"score_spread":0.2360003156426067,"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."}}