{"id":"W4402045937","doi":"10.1111/andr.13749","title":"Fertility services for gay men: A website content analysis of US fertility clinics and sperm banks","year":2024,"lang":"en","type":"article","venue":"Andrology","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Fertility; Fertility clinic; Sperm bank; Content analysis; Sperm; Demography; Andrology; Sociology; Medicine; Population; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.0005213643,0.0001096029,0.0005956172,0.0002210916,0.00003964395,0.000007205176,0.00006008485,0.0001928,0.00004995136],"category_scores_gemma":[0.0001602273,0.00008061008,0.000154438,0.0003434915,0.000200552,0.00004281716,0.00005149687,0.0001583605,0.000003224322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002023135,"about_ca_system_score_gemma":0.00005654966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002445675,"about_ca_topic_score_gemma":0.0002581867,"domain_scores_codex":[0.9988055,0.00003884658,0.0003844132,0.0004701429,0.00007754133,0.0002235607],"domain_scores_gemma":[0.9991252,0.0001974534,0.0000657073,0.0004009499,0.0001412962,0.00006941175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001728173,0.0001445233,0.9682386,0.001444522,0.001372784,0.00001807919,0.0002326043,0.000001757843,0.001871326,0.0007246629,0.00008445024,0.02413852],"study_design_scores_gemma":[0.0005480053,0.0008214329,0.9820653,0.00002251066,0.001283512,0.000007651442,0.0001291116,0.0054717,0.001282332,0.001242652,0.007064578,0.00006119637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872971,0.00710585,0.0001425554,0.004220109,0.0001115082,0.0004467013,0.00006557106,0.00009406178,0.0005165032],"genre_scores_gemma":[0.9986156,0.000347298,0.0002346179,0.0005445292,0.0000245386,0.00003887845,0.00005108608,0.000006928538,0.0001364815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02407732,"threshold_uncertainty_score":0.3287184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07577872427523953,"score_gpt":0.3758165975646872,"score_spread":0.3000378732894477,"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."}}