{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007799542,0.0001422996,0.0003282978,0.00003368371,0.0001291823,0.000008569655,0.0001531541,0.00006977347,0.0002691741],"category_scores_gemma":[0.0001352464,0.0001233719,0.0000637972,0.0001224928,0.0003596602,0.00010439,0.0002033503,0.00009897436,0.000002199027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006737126,"about_ca_system_score_gemma":0.00004781394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005223471,"about_ca_topic_score_gemma":0.0005137657,"domain_scores_codex":[0.9985865,0.0001235335,0.0005036521,0.0003401446,0.0002786287,0.0001674994],"domain_scores_gemma":[0.9993317,0.0001057003,0.0001141994,0.0003545586,0.00002055772,0.00007329862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06653465,0.006688786,0.5598767,0.002273555,0.0002753949,0.000004987495,0.009286782,0.02471677,0.305573,0.0001516618,0.001086037,0.02353171],"study_design_scores_gemma":[0.0005101522,0.0001130391,0.8490021,0.00004210317,0.00001924765,3.059382e-8,0.00005794611,0.09326654,0.05645499,0.0003314771,0.0001078245,0.00009450778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715838,0.00002285995,0.01666484,0.00005431765,0.00002747577,0.0002266805,0.0001261304,0.00001871626,0.01127517],"genre_scores_gemma":[0.9968979,4.569094e-7,0.002730108,0.0001184444,0.000001627172,0.000010126,0.00001287351,0.000002998243,0.000225456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2891254,"threshold_uncertainty_score":0.5030958,"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."}}