{"id":"W3125681733","doi":"","title":"Certified Random: A New Order for Co-Authorship","year":2016,"lang":"en","type":"article","venue":"Warwick Research Archive Portal (University of Warwick)","topic":"Media Influence and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Order (exchange); Download; Certification; Computer science; Norm (philosophy); Alphabet; Symbol (formal); Simple random sample; Arithmetic; Law; Political science; Sociology; Mathematics; Economics; Linguistics; World Wide Web; Philosophy","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":[],"category_scores_codex":[0.002905729,0.0001603288,0.0003656973,0.00043142,0.001098757,0.00003480602,0.0009609425,0.0001776865,0.002604164],"category_scores_gemma":[0.00302641,0.0001443045,0.0002266427,0.0005412836,0.002456767,0.0004182173,0.0001513654,0.0003162018,0.0003786732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007944259,"about_ca_system_score_gemma":0.002365053,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01389809,"about_ca_topic_score_gemma":0.01028547,"domain_scores_codex":[0.9962307,0.0007027693,0.0002464681,0.0004409923,0.001164906,0.001214165],"domain_scores_gemma":[0.9951426,0.00270651,0.0001446139,0.0004015595,0.000597425,0.001007255],"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":[0.003390221,0.0003480264,0.01258395,0.0002122334,0.0003199012,0.0002015623,0.1365217,0.000005915515,0.009972689,0.3715879,0.406766,0.05808989],"study_design_scores_gemma":[0.006887269,0.0006201508,0.004194718,0.0002772204,0.00006739972,0.000004571692,0.03490619,0.00007156398,0.001138582,0.1681578,0.7831041,0.0005704464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5350814,0.0002644758,0.0551729,0.04329079,0.0007608571,0.004466128,0.0009749086,0.0002954561,0.3596931],"genre_scores_gemma":[0.9225812,0.0006460457,0.007047086,0.0001388787,0.0006695774,0.000006534254,0.00006447456,0.00003515903,0.06881107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3874997,"threshold_uncertainty_score":0.9983076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1619121012916535,"score_gpt":0.401063394332246,"score_spread":0.2391512930405925,"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."}}