{"id":"W4229984397","doi":"10.32396/usurj.v7i1.603","title":"Interconnected","year":2021,"lang":"en","type":"article","venue":"USURJ University of Saskatchewan Undergraduate Research Journal","topic":"Material Properties and Processing","field":"Engineering","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":[0.0005572223,0.00009293103,0.0001819078,0.0001673882,0.0003089951,0.0001042943,0.0002625096,0.00007137844,0.0004787762],"category_scores_gemma":[0.00004657896,0.00009948087,0.00008129619,0.0003705387,0.0001515951,0.0002492831,0.0001124981,0.0005581347,0.00003549294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001274662,"about_ca_system_score_gemma":0.0003163355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001431934,"about_ca_topic_score_gemma":0.0003847798,"domain_scores_codex":[0.9987758,0.0001939789,0.0001555396,0.0001205979,0.0003882008,0.0003658329],"domain_scores_gemma":[0.9990241,0.00007110887,0.00003244573,0.0001485355,0.0005451888,0.000178627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004821233,0.0002834641,0.001106768,0.001691977,0.00104865,0.003720111,0.03317725,0.007954955,0.7870348,0.001111764,0.03122566,0.1311625],"study_design_scores_gemma":[0.005819872,0.0006200334,0.001355191,0.002227322,0.000129781,0.002296907,0.2666949,0.02224073,0.3942913,0.05555227,0.2471603,0.001611462],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631177,0.001511794,0.01046989,0.003465659,0.0005011617,0.0000865815,0.00001402711,0.0001414568,0.02069171],"genre_scores_gemma":[0.995403,0.0009875691,0.00144196,0.000007245227,0.00007669363,3.534706e-8,0.00000386737,0.00001688113,0.002062785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3927436,"threshold_uncertainty_score":0.5242264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03227777480735002,"score_gpt":0.250434443957435,"score_spread":0.2181566691500849,"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."}}