{"id":"W2796402956","doi":"10.1007/s10815-018-1175-8","title":"Protecting fertility clinics against sperm-related fraud: a call to action","year":2018,"lang":"en","type":"letter","venue":"Journal of Assisted Reproduction and Genetics","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Collège de Maisonneuve; University of British Columbia","funders":"","keywords":"Reproductive medicine; Call to action; Fertility; Fertility clinic; Sperm; Action (physics); Fertility preservation; Medicine; Gynecology; Biology; Pregnancy; Andrology; Business; Genetics; Population; Environmental health","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001888917,0.0003429248,0.0008531481,0.0006120378,0.0002386055,0.00005093897,0.0001455412,0.001206086,0.00001964724],"category_scores_gemma":[0.003955046,0.0002749131,0.0002413888,0.0005289371,0.0002266303,0.00007558629,0.0000808989,0.004184213,0.00001775865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002545988,"about_ca_system_score_gemma":0.0003843385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005757606,"about_ca_topic_score_gemma":0.000002199999,"domain_scores_codex":[0.9964122,0.0002430961,0.001456664,0.0008891645,0.0006155939,0.0003833037],"domain_scores_gemma":[0.9956793,0.00006086382,0.001420275,0.001015023,0.001620842,0.0002036591],"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":[0.001194589,0.000270316,0.00414682,0.001397561,0.0005802796,0.0003335331,0.0004058129,0.00002423689,0.008362753,5.124646e-7,0.5541425,0.4291411],"study_design_scores_gemma":[0.0009839586,0.002354003,0.05520304,0.00054845,0.0003779498,0.002676339,0.0002064702,0.00002828778,0.007080126,0.0001598966,0.9300754,0.0003060788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5454758,0.002346326,0.0001857,0.4471963,0.003424942,0.000973802,0.000004941346,0.0001021394,0.0002900009],"genre_scores_gemma":[0.427743,0.01604539,0.06105018,0.3862442,0.08450537,0.0001087134,0.0001782048,0.0005869051,0.02353805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.428835,"threshold_uncertainty_score":0.9999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07952580772349141,"score_gpt":0.3694200973371488,"score_spread":0.2898942896136574,"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."}}