{"id":"W4413838652","doi":"10.24908/iqurcp19884","title":"How Do You Plead? Guilty or Not?","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Psychology; Political science; Criminology","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003105006,0.0002649116,0.0004003854,0.001063667,0.002196373,0.003030884,0.001254058,0.0002654149,0.000184897],"category_scores_gemma":[0.004464868,0.0002297977,0.0001700513,0.003988191,0.001794913,0.001058517,0.0004148008,0.0009112475,0.0001146241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005701209,"about_ca_system_score_gemma":0.002099823,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00913792,"about_ca_topic_score_gemma":0.004549007,"domain_scores_codex":[0.9955438,0.0002366538,0.0003277198,0.000841056,0.001791766,0.001259017],"domain_scores_gemma":[0.9949867,0.0005401793,0.0001223042,0.0003344411,0.003657277,0.0003591073],"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":[0.0005228981,0.0002268749,0.002426334,0.0002815045,0.0002174252,0.00003087806,0.03986723,0.00000153795,0.00122899,0.7319327,0.06661217,0.1566514],"study_design_scores_gemma":[0.0003737424,0.0001779417,0.0002184872,0.0003258694,0.0001523264,0.000002843,0.6799275,0.0003249751,0.0009708774,0.03325276,0.2838795,0.0003931801],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3505258,0.0003134869,0.0104682,0.4988447,0.001528187,0.001796462,0.00001854355,0.000765,0.1357396],"genre_scores_gemma":[0.9281254,0.002701601,0.0003015605,0.0002438965,0.0004855098,0.0001688948,0.000004576669,0.00001941432,0.06794919],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.69868,"threshold_uncertainty_score":0.9991027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1637669206181795,"score_gpt":0.4366244572186292,"score_spread":0.2728575366004498,"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."}}