{"id":"W2336847505","doi":"10.1017/mag.2015.31","title":"When copycats lose","year":2015,"lang":"en","type":"article","venue":"The Mathematical Gazette","topic":"Literary, Cultural, Historical Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Mathematics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003349771,0.0001517073,0.0002506003,0.00003122135,0.0001886265,0.0002046862,0.0003764482,0.00003090503,0.005222329],"category_scores_gemma":[0.00015676,0.00007516096,0.0001352414,0.00004488201,0.000308702,0.0001667044,0.00009023608,0.0001504242,0.005776817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006184955,"about_ca_system_score_gemma":0.00001429049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000420993,"about_ca_topic_score_gemma":0.00001738479,"domain_scores_codex":[0.998859,0.00008299915,0.0002817289,0.0001595558,0.0003805133,0.0002361863],"domain_scores_gemma":[0.9991013,0.0001485608,0.00006938061,0.0004016373,0.0001207156,0.0001584394],"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":[0.000009358483,0.00008218699,0.00000285754,0.00002266772,0.00005431172,0.000005970961,0.06439627,8.541202e-7,0.00001590498,0.6052539,0.3298173,0.0003383514],"study_design_scores_gemma":[0.0001365077,0.00002982306,0.000001459363,0.00001670112,0.00008820755,0.000005256112,0.0009887771,0.0005607139,0.00002437054,0.3723424,0.6256784,0.0001273957],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02069046,0.0004670733,0.0006521727,0.02094958,0.0004329747,0.0002800612,0.00001502437,0.0002637086,0.9562489],"genre_scores_gemma":[0.6379884,0.000003452386,0.0009498899,0.004180005,0.001747833,0.00005153015,0.00001494113,0.00004199818,0.355022],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6172979,"threshold_uncertainty_score":0.995687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08472190489649759,"score_gpt":0.2356152161420308,"score_spread":0.1508933112455333,"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."}}