{"id":"W2897744939","doi":"10.1111/insr.12296","title":"My Chancy Life as a Statistician","year":2018,"lang":"en","type":"article","venue":"International Statistical Review","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Royal Society","keywords":"Statistician; Order (exchange); Operations research; Statistics; Mathematics; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005842142,0.0002394607,0.0005009662,0.00005093185,0.0001057234,0.00004219635,0.000364188,0.00005709224,0.01132262],"category_scores_gemma":[0.04392896,0.0001993801,0.00007649101,0.0001389805,0.0002713066,0.0001085331,0.0001169941,0.0002060526,0.001336692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007661271,"about_ca_system_score_gemma":0.000143369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003080505,"about_ca_topic_score_gemma":0.00001810123,"domain_scores_codex":[0.9976184,0.0001755992,0.000726919,0.0004420374,0.0006681517,0.0003689332],"domain_scores_gemma":[0.995931,0.002586109,0.0001948072,0.0002970642,0.0004840764,0.0005069547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002225763,0.00007557036,0.000007419423,0.0003413676,0.00004590902,0.00003424468,0.00002226617,5.761472e-8,0.00001000311,0.8286244,0.04415366,0.1266629],"study_design_scores_gemma":[0.0002087107,0.0001486354,0.00007972457,0.001015175,0.00007256804,0.00002235667,0.000005472932,0.0006260697,0.00001430041,0.7813295,0.21627,0.0002074574],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00002357098,0.001687007,0.9516917,0.002825579,0.0005832667,0.0003980616,0.0006183992,0.00008356442,0.04208888],"genre_scores_gemma":[0.006789086,0.005159372,0.9728911,0.01249304,0.0006922547,0.0001280728,0.00007784431,0.000055345,0.001713877],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1721164,"threshold_uncertainty_score":0.9994409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1832453057593765,"score_gpt":0.5378055347041142,"score_spread":0.3545602289447377,"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."}}