{"id":"W2589818235","doi":"","title":"Quantitative Reasoning: Exploring Troublesome Thresholds","year":2017,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03466381,0.0007803786,0.000717594,0.004534076,0.006036271,0.01050312,0.003759255,0.002925954,0.003183066],"category_scores_gemma":[0.08646427,0.0009476669,0.0008025209,0.00306253,0.02744561,0.01894682,0.01167627,0.005236841,0.0002497559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008149917,"about_ca_system_score_gemma":0.00597301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005630887,"about_ca_topic_score_gemma":0.006510636,"domain_scores_codex":[0.955369,0.03195446,0.001335118,0.002929084,0.006370559,0.002041761],"domain_scores_gemma":[0.8526917,0.1305269,0.006451694,0.003914899,0.004883752,0.001531161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007543631,0.00007551411,0.006804023,0.0004896239,0.00002990652,0.0009342831,0.8454149,0.0009126953,0.001573589,0.1120265,0.001033465,0.03063007],"study_design_scores_gemma":[0.00003029706,0.00007879097,0.004948349,0.0005787024,0.00003538007,0.001029599,0.7375699,0.007149828,0.001660289,0.2084728,0.0383762,0.00006992199],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6570902,0.002193518,0.2531056,0.01921397,0.0001920212,0.0004811321,0.0001767796,0.000348833,0.06719793],"genre_scores_gemma":[0.9703744,0.0003450586,0.02702253,0.0005454237,0.00002052985,0.0001584832,0.00004640825,0.00007881604,0.001408535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03466381,"threshold_uncertainty_score":0.183322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2958402626661939,"score_gpt":0.3870353841730829,"score_spread":0.09119512150688902,"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."}}