{"id":"W4412624620","doi":"10.32396/usurj.v10i2.854","title":"Awaiting","year":2025,"lang":"en","type":"article","venue":"USURJ University of Saskatchewan Undergraduate Research Journal","topic":"Polymer Science and PVC","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002506255,0.0001001408,0.0002075521,0.0005390701,0.001125698,0.0001378861,0.0009981059,0.00007265618,0.0002762913],"category_scores_gemma":[0.0001140401,0.0001014159,0.0001135632,0.0009138261,0.0007822892,0.0004844882,0.0003084969,0.0005482004,0.0001205227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001660329,"about_ca_system_score_gemma":0.001475978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001391868,"about_ca_topic_score_gemma":0.0006733055,"domain_scores_codex":[0.9976025,0.0004476558,0.0002065529,0.0002506296,0.0008630673,0.0006296559],"domain_scores_gemma":[0.9986311,0.0003022198,0.0001171725,0.0002579254,0.0004708972,0.0002207155],"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":[0.0002488928,0.0002486231,0.00502652,0.0001057085,0.00008664151,0.0003779788,0.01043678,0.000145153,0.921702,0.009230979,0.01902138,0.0333693],"study_design_scores_gemma":[0.004155502,0.0006272813,0.005567602,0.001235489,0.00009614458,0.0002877732,0.2266242,0.001153786,0.5402096,0.1574596,0.06174048,0.00084263],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.945834,0.000491178,0.008410393,0.01352445,0.0004040111,0.0001272456,0.00001191056,0.00004732241,0.03114952],"genre_scores_gemma":[0.9886053,0.0002357961,0.001648848,0.00004459579,0.0000468565,6.625736e-8,7.687606e-7,0.000004707402,0.009413108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3814925,"threshold_uncertainty_score":0.8658074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03501353324247197,"score_gpt":0.3026263334110638,"score_spread":0.2676128001685918,"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."}}