{"id":"W184579248","doi":"","title":"Who wants to be a biostatistician (or environmental statistician, or social science statistician, or ...)?","year":2010,"lang":"en","type":"article","venue":"Hispana","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Graduate Education; Natural Sciences and Engineering Research Council of Canada; College of Engineering, Michigan State University; University of Dhaka; Michigan State University; Purdue University; National Science Foundation","keywords":"Statistician; Economics; Business; Actuarial science; Statistics; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.08764601,0.0009523088,0.003543495,0.005566857,0.006240377,0.01364644,0.002744418,0.009032534,0.04883787],"category_scores_gemma":[0.3349921,0.001308183,0.001897074,0.005803338,0.01079354,0.02007559,0.004983861,0.01408847,0.05558272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004667938,"about_ca_system_score_gemma":0.03718085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01221815,"about_ca_topic_score_gemma":0.01270988,"domain_scores_codex":[0.9497497,0.02171961,0.002730639,0.003785687,0.01873573,0.003278674],"domain_scores_gemma":[0.5716794,0.1390312,0.01829513,0.02222745,0.1479691,0.1007977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001233282,0.0001929986,0.007274623,0.0008028414,0.00008111064,0.0002283472,0.002362603,0.0001235558,0.0007798084,0.01113236,0.8076916,0.1692067],"study_design_scores_gemma":[0.000130797,0.0001279255,0.01363695,0.003810179,0.0001271687,0.001513098,0.01006413,0.0007557308,0.000970284,0.09755985,0.8710301,0.0002738216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000866545,0.003350556,0.008271916,0.9695438,0.008934538,0.00009633701,0.0002747476,0.0002293871,0.008432121],"genre_scores_gemma":[0.05115303,0.03699718,0.1044635,0.6729909,0.03745622,0.00136551,0.001132206,0.002511489,0.09193005],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08764601,"threshold_uncertainty_score":0.463522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2195183087038929,"score_gpt":0.4512380025136256,"score_spread":0.2317196938097326,"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."}}