{"id":"W4307396912","doi":"10.1016/j.fertnstert.2022.08.456","title":"A LASER-FREE, NOVEL BIOPSY SYSTEM IMPROVES TISSUE SEPARATION AND CONTROL, AND ACCURACY OF PGT-A RESULTS","year":2022,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"CReATe Fertility Centre; University of Guelph","funders":"","keywords":"Biopsy; Embryo; Computer science; Biomedical engineering; Medicine; Biology; Pathology; Cell biology","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":[0.001016007,0.0004917296,0.0005248409,0.0008843612,0.0009124716,0.000876643,0.000661911,0.00145932,0.004010092],"category_scores_gemma":[0.001518897,0.0006179764,0.0004653913,0.0003706429,0.0005982906,0.001243694,0.0009490634,0.001023961,0.001394989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004283522,"about_ca_system_score_gemma":0.001087932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000716836,"about_ca_topic_score_gemma":0.002359516,"domain_scores_codex":[0.9989002,0.0001687678,0.00007006377,0.0003494689,0.0004397965,0.00007183727],"domain_scores_gemma":[0.9988913,0.0004239964,0.0001745425,0.0001733221,0.0002280422,0.0001088663],"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":[0.0002496099,0.00006533129,0.002013301,0.0001236499,0.00002238111,0.0001321222,0.00007208627,0.0001923716,0.9546548,0.0004552216,0.0008342702,0.04118492],"study_design_scores_gemma":[0.0001382947,0.0008644288,0.04600839,0.00006099508,0.0002017395,0.01046192,0.000129344,0.0167301,0.9072309,0.0008035162,0.01718032,0.0001901362],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2707619,0.006085571,0.7095853,0.001367038,0.00109808,0.0003235856,0.0005595273,0.003803047,0.006415947],"genre_scores_gemma":[0.4615301,0.001183291,0.5286199,0.0009826197,0.0004152731,0.0002238847,0.0004094286,0.0004370573,0.006198454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004010092,"threshold_uncertainty_score":0.01341504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02111594661732628,"score_gpt":0.2910943371759481,"score_spread":0.2699783905586218,"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."}}