{"id":"W3097796286","doi":"10.2196/20031","title":"Web- and Artificial Intelligence–Based Image Recognition For Sperm Motility Analysis: Verification Study","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Michigan","keywords":"Sperm; Sperm motility; Infertility; Andrology; Motility; Artificial intelligence; Male infertility; Biology; Computer science; Medicine; Pregnancy; Cell biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009224073,0.0002657398,0.0001862263,0.0006458514,0.000132618,0.0002734501,0.0003388033,0.0003815423,0.002118861],"category_scores_gemma":[0.00214798,0.00008843632,0.0003047809,0.0003398615,0.0001713069,0.0004322141,0.0002336327,0.0001521693,0.0006095736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002441253,"about_ca_system_score_gemma":0.0003115762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001770803,"about_ca_topic_score_gemma":0.001288691,"domain_scores_codex":[0.9994218,0.000135671,0.00004613315,0.00008691311,0.0002615952,0.00004782152],"domain_scores_gemma":[0.9986889,0.000358023,0.0001535848,0.0001344011,0.0006159292,0.00004911423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001589044,0.003221051,0.2254414,0.000779336,0.0002835641,0.001095723,0.0003347897,0.006274267,0.3279754,0.0007762636,0.002363556,0.4298657],"study_design_scores_gemma":[0.0002161493,0.01082369,0.5081321,0.00008380229,0.0003149287,0.004321132,0.0004339129,0.1929334,0.2763671,0.0002635384,0.006028344,0.00008190569],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978375,0.0004972576,0.0187682,0.00006613389,0.00002851374,0.0002119743,0.0001618907,0.0002161316,0.001674909],"genre_scores_gemma":[0.9813492,0.000286605,0.01662239,0.0000417185,0.00001834927,0.0000790141,0.0003253557,0.00001929452,0.001258072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002118861,"threshold_uncertainty_score":0.007088304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06492367170890422,"score_gpt":0.3345306432703856,"score_spread":0.2696069715614814,"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."}}