{"id":"W2368746595","doi":"","title":"Statistics Education and Career Opportunities in USA and Canada","year":2001,"lang":"en","type":"article","venue":"Journal of Hangzhou Institute of Electronic Engineering","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003291209,0.00006601417,0.0001303905,0.000178041,0.00002023396,0.00002604177,0.0001381678,0.00002008111,0.000003061137],"category_scores_gemma":[0.00006750013,0.00006431308,0.000009349696,0.0001013631,0.00001431017,0.0003097396,0.00002064968,0.0001732653,4.658598e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001457799,"about_ca_system_score_gemma":0.001625881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0165576,"about_ca_topic_score_gemma":0.03943078,"domain_scores_codex":[0.999414,0.00001955773,0.0002291453,0.00006284141,0.0001299867,0.0001444794],"domain_scores_gemma":[0.9996203,0.00004537929,0.0001054382,0.00007850127,0.00007839709,0.00007197544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001819684,0.0002338218,0.03557615,0.0002829747,0.0001318161,0.0001587133,0.004718324,0.01327471,0.002677005,0.642374,0.002303448,0.2982508],"study_design_scores_gemma":[0.002066208,0.0007167546,0.2378327,0.0009009197,0.00008764548,0.004300605,0.001075601,0.04404015,0.002762949,0.004519844,0.7006459,0.001050744],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7198138,0.001845477,0.276852,0.0005070711,0.0007289854,0.00003333374,7.782031e-7,0.000003538467,0.0002150692],"genre_scores_gemma":[0.9383959,0.0005805154,0.06073342,0.0000578068,0.00005546981,0.000001019024,4.758911e-7,0.000004100335,0.0001712807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6983424,"threshold_uncertainty_score":0.9899912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02201608955264258,"score_gpt":0.2602450924303927,"score_spread":0.2382290028777501,"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."}}