{"id":"W4416973946","doi":"10.1016/j.fertnstert.2025.07.343","title":"PREDICITVE MODEL OF GOOD QUALITY BLASTOCYST DEVELOPMENT BASED ON IMAGE OF FRESH METAPHASE II OOCYTES","year":2025,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Urban and spatial planning","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Blastocyst; Metaphase; Quality (philosophy); Oocyte","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":[0.000144621,0.0003876309,0.0002742551,0.0004058159,0.0001671321,0.0006067485,0.0006777321,0.0005989704,0.002643126],"category_scores_gemma":[0.0006114988,0.0001982144,0.0004585642,0.0002682687,0.0002824767,0.0004190425,0.0001596389,0.0002386962,0.0003024271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005380441,"about_ca_system_score_gemma":0.0004507506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01689774,"about_ca_topic_score_gemma":0.008255428,"domain_scores_codex":[0.9999167,0.00001080441,0.000002578578,0.00003229683,0.00001889415,0.00001863352],"domain_scores_gemma":[0.9998308,0.00007873541,0.00002344291,0.00001112127,0.00004535287,0.00001042714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007996105,0.0000332316,0.00661611,0.0000465515,0.00002511555,0.0001254298,0.00004787048,0.9732946,0.004041323,0.003112864,0.0005965068,0.01198041],"study_design_scores_gemma":[0.000003286522,0.00001267439,0.00170582,0.00000237343,0.0000064401,0.00002058922,0.000008467403,0.9969056,0.0004991824,0.0007129863,0.0001190687,0.000003524877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5734054,0.0006267772,0.4056083,0.0004643066,0.00006328571,0.00007382279,0.0009659191,0.0009438906,0.01784815],"genre_scores_gemma":[0.9915828,0.0001541422,0.004930288,0.00002104156,0.000009935169,0.00003019326,0.0002511705,0.00002058864,0.002999771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01689774,"threshold_uncertainty_score":0.03359878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02438651149007067,"score_gpt":0.2631482149617251,"score_spread":0.2387617034716545,"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."}}