{"id":"W2229116671","doi":"10.1373/clinchem.2015.250282","title":"Paper-Based Quantification of Male Fertility Potential","year":2016,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Grand Challenges Canada","keywords":"Sperm; Semen; Motility; Sperm motility; Andrology; Male infertility; Fertility; Semen analysis; Infertility; Biology; Oligospermia; Medicine; Population; Cell biology; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000150551,0.00006196681,0.0001255805,0.000004833723,0.00001181196,0.000004126447,0.00006920182,0.0001522938,0.0005383426],"category_scores_gemma":[0.0001693125,0.00004436168,0.000121461,0.00004544983,0.00009552775,0.00002688286,0.000007587167,0.00008635716,0.0000381549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000127396,"about_ca_system_score_gemma":0.000008782486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.867002e-7,"about_ca_topic_score_gemma":2.423719e-7,"domain_scores_codex":[0.9993457,0.00001104411,0.0003392554,0.0001343042,0.00007662867,0.00009303221],"domain_scores_gemma":[0.9995526,0.00009378782,0.00003273707,0.0002188401,0.00003649848,0.00006552034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003732157,0.00007399759,0.004078842,0.0001083035,0.00001442811,0.000001287698,3.904993e-7,0.00008756285,0.9779382,0.000007684047,0.0004573814,0.01719462],"study_design_scores_gemma":[0.0004133398,0.00001767793,0.03066125,0.00003603744,0.00002061151,9.959758e-7,0.000002245897,0.01279952,0.9540063,0.0001530984,0.001780928,0.0001080042],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889796,0.00002871847,0.00914808,0.0002704308,0.0001261443,0.00002397125,0.00001336443,0.00008173737,0.001328],"genre_scores_gemma":[0.9993383,0.00001573187,0.0001119368,0.00001706038,0.00008967713,0.00000168203,0.000003411848,0.00000788728,0.0004142604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02658241,"threshold_uncertainty_score":0.5894474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0277263431361676,"score_gpt":0.2802995954561462,"score_spread":0.2525732523199786,"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."}}