{"id":"W91095655","doi":"10.1007/978-1-4419-1780-5_39","title":"Automated Robotic Intracytoplasmic Sperm Injection","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Toronto","funders":"","keywords":"Intracytoplasmic sperm injection; Sperm; Computer science; Andrology; Biology; Medicine; Cell biology; In vitro fertilisation; Embryo","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001558499,0.0006844616,0.0004479862,0.0006158433,0.0003382786,0.0007428157,0.0006610073,0.0007165918,0.02596625],"category_scores_gemma":[0.0002234773,0.0002472241,0.0003087296,0.0005425892,0.000366432,0.0008235906,0.000632822,0.0007014982,0.01211395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003345403,"about_ca_system_score_gemma":0.000545009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008415478,"about_ca_topic_score_gemma":0.002077081,"domain_scores_codex":[0.9998779,0.00001020598,0.000003917017,0.00002151046,0.0000782897,0.000008101424],"domain_scores_gemma":[0.9999428,0.00002177889,0.000003770661,0.000008804905,0.00001763151,0.00000520439],"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":[0.00002858132,0.00003540737,0.0001114343,0.0003041275,0.00000828831,0.0001501172,0.00005952861,0.00288222,0.005731353,0.02061068,0.07009137,0.8999868],"study_design_scores_gemma":[0.000005282499,0.0000498685,0.0007002067,0.0001541997,0.00001069886,0.001080995,0.00002427286,0.004584174,0.003556572,0.008354789,0.981452,0.00002695255],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003815059,0.04016772,0.2563918,0.001169952,0.003294058,0.0001424377,0.000442804,0.003193075,0.6913832],"genre_scores_gemma":[0.02041707,0.02984445,0.09495326,0.0007508041,0.001014399,0.0001449646,0.0005661006,0.0004431662,0.8518658],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02596625,"threshold_uncertainty_score":0.08686578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02031922213228241,"score_gpt":0.2459035691428655,"score_spread":0.2255843470105831,"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."}}