{"id":"W6908499024","doi":"10.26077/ds4s-6e27","title":"Buyer Beware: Pay-for-Play Research Outreach Services","year":2025,"lang":"en","type":"other","venue":"Digital Commons - USU (Utah State University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Outreach; Cover (algebra); Citation","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004163029,0.0009766945,0.001052239,0.007259714,0.0005774819,0.0008405515,0.002670164,0.0006680248,0.0006323905],"category_scores_gemma":[0.00007472762,0.0009962554,0.0004816614,0.004202662,0.0005672502,0.0009052041,0.001770512,0.00137268,0.004818738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009372824,"about_ca_system_score_gemma":0.0007822968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0030289,"about_ca_topic_score_gemma":0.008181642,"domain_scores_codex":[0.9950573,0.0003423036,0.0004087442,0.001464712,0.001095967,0.001630947],"domain_scores_gemma":[0.9958355,0.0007397517,0.0003858597,0.001765927,0.0007567676,0.0005161776],"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":[0.000504015,0.0005176314,0.003057316,0.0007006129,0.001138269,0.0005680543,0.0005515787,0.00002490355,0.00001588744,0.01211214,0.9773673,0.003442229],"study_design_scores_gemma":[0.00161497,0.0001872158,0.0001698307,0.000709709,0.0001654245,0.000004933528,0.001069422,0.00002942603,0.0000257587,0.001048024,0.9939216,0.001053623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006024928,0.0002061158,0.0001892164,0.0002404824,0.0003162087,0.001667083,0.04951137,0.001330628,0.9459364],"genre_scores_gemma":[0.01062096,0.00009108923,0.0001427975,0.00003918958,0.0001381058,0.000009155858,0.005762557,0.001169679,0.9820265],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04374881,"threshold_uncertainty_score":0.9992488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03229756150790735,"score_gpt":0.2802706116705959,"score_spread":0.2479730501626886,"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."}}