{"id":"W4417370295","doi":"10.5040/9798881834975","title":"Gay Fathers, Twin Sons","year":2023,"lang":"","type":"book","venue":"Rowman & Littlefield eBooks","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Headline; Test (biology); Sperm donation; Citizenship; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001183099,0.001475155,0.002258788,0.001028046,0.0006369981,0.0001215804,0.001077256,0.002975985,0.0009587833],"category_scores_gemma":[0.001466735,0.001403281,0.0009510508,0.0002746469,0.001159585,0.00007029942,0.0007510807,0.004388668,0.005469351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005524326,"about_ca_system_score_gemma":0.002273292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000169573,"about_ca_topic_score_gemma":0.00005625466,"domain_scores_codex":[0.9920412,0.0001943233,0.00178401,0.002571843,0.001105902,0.002302757],"domain_scores_gemma":[0.9935771,0.0006542999,0.0007529499,0.00383813,0.0003854333,0.0007920646],"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":[0.0008101529,0.0002782049,0.00168298,0.006700437,0.002016329,0.002245602,0.003763947,0.000004220697,0.0008805273,0.2067493,0.4155701,0.3592983],"study_design_scores_gemma":[0.002115902,0.002153138,0.00125842,0.003402379,0.0009547302,0.0001690851,0.002298484,0.00002885405,0.003607563,0.09680471,0.8854129,0.001793881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002760772,0.005114809,0.0003313755,0.009938629,0.005965455,0.00376273,0.000135302,0.002716634,0.9692743],"genre_scores_gemma":[0.07383229,0.001546275,0.0004646281,0.002234547,0.004850226,0.0003532288,0.0001460686,0.0004216449,0.9161511],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4698428,"threshold_uncertainty_score":0.9999545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06965960565166354,"score_gpt":0.3231684092324336,"score_spread":0.25350880358077,"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."}}