{"id":"W4409985383","doi":"10.32396/usurj.v9i2.752","title":"Voices Unheard","year":2024,"lang":"en","type":"article","venue":"USURJ University of Saskatchewan Undergraduate Research Journal","topic":"Homicide, Infanticide, and Child Abuse","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004468752,0.0001318025,0.0002498428,0.0006336146,0.001852309,0.0003762005,0.0008093603,0.0001502599,0.00050602],"category_scores_gemma":[0.000171256,0.0001364531,0.0002504189,0.0010239,0.001483623,0.0006923584,0.0001251573,0.001172743,0.0002714041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003735318,"about_ca_system_score_gemma":0.002610608,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01174188,"about_ca_topic_score_gemma":0.02308034,"domain_scores_codex":[0.9961517,0.0009772308,0.0002321949,0.0002884963,0.001555382,0.000795013],"domain_scores_gemma":[0.9979839,0.0006577149,0.00007975508,0.0002091069,0.0005609035,0.0005086131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004924587,0.0005466944,0.01932229,0.0004292367,0.001341299,0.00424818,0.6221262,0.0001494527,0.004231045,0.1529748,0.1175295,0.0766089],"study_design_scores_gemma":[0.0005865525,0.0001770581,0.001306609,0.0005478986,0.00006201279,0.00005664117,0.3405147,0.000173404,0.0003915427,0.04874011,0.607133,0.0003104576],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8109287,0.002772722,0.002061867,0.06399424,0.00102655,0.0004179506,0.00003324894,0.0002554113,0.1185093],"genre_scores_gemma":[0.9779938,0.004804179,0.0004600742,0.00002650079,0.0004081785,7.6813e-8,0.000002423827,0.00001690825,0.01628789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4896036,"threshold_uncertainty_score":0.9994472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03786873686161049,"score_gpt":0.327297483570606,"score_spread":0.2894287467089954,"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."}}