{"id":"W4383176330","doi":"10.48550/arxiv.2307.00794","title":"Current policies governing editorial conflicts of interest are ineffective","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; New York University Abu Dhabi","keywords":"Publishing; Face (sociological concept); Power (physics); Computer science; Process (computing); Phenomenon; Political science; Public relations; Law and economics; Sociology; Law; Social science; Epistemology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002922522,0.0003671755,0.0008098992,0.0007497087,0.0001623386,0.0005320744,0.004756463,0.000642001,0.0000583388],"category_scores_gemma":[0.009982591,0.0003378475,0.0003700197,0.001511663,0.0003294223,0.0009097158,0.005660862,0.00204766,0.0003680731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002867015,"about_ca_system_score_gemma":0.0003051261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001344273,"about_ca_topic_score_gemma":0.0004011841,"domain_scores_codex":[0.9965085,0.0005045661,0.0006454867,0.001302171,0.0006331094,0.000406121],"domain_scores_gemma":[0.9934017,0.002505903,0.001710128,0.001108227,0.00103208,0.0002419743],"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":[0.0004090946,0.0001960361,0.2977546,0.0001851324,0.0003142764,0.0001034912,0.002938882,0.06911764,0.00005301989,0.02980297,0.5967059,0.002419051],"study_design_scores_gemma":[0.004009716,0.0003020617,0.2393949,0.004181874,0.0005643894,0.000005336201,0.01273421,0.0416874,0.0007591264,0.3087989,0.384442,0.00312005],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9293669,0.0001205717,0.005187471,0.000220879,0.06229857,0.0003641114,0.0004554676,0.0001671574,0.00181883],"genre_scores_gemma":[0.9894816,0.0001510068,0.000007469946,0.00002668182,0.008399285,0.000001392728,0.00002996573,0.00002805879,0.001874577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2789959,"threshold_uncertainty_score":0.9999074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4065506267424698,"score_gpt":0.3411504756102231,"score_spread":0.06540015113224673,"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."}}