{"id":"W4413072203","doi":"10.54053/001c.141883","title":"AN EXPERT COMMENTARY ON ESSENTIAL EQUIPMENT IN THE IVF LABORATORY","year":2025,"lang":"en","type":"article","venue":"North American Proceedings in Gynecology and Obstetrics - Supplemental","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Workflow; Likert scale; Purchasing; Quality (philosophy); Reputation; Operations management; Business; Medical education; Psychology; Medicine; Computer science; Engineering","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":[0.01375043,0.000651469,0.0008924659,0.0009874589,0.003377754,0.003633331,0.003232981,0.02634968,0.01563979],"category_scores_gemma":[0.08778927,0.0005737358,0.001230185,0.001667047,0.004047699,0.00419156,0.003052548,0.01611963,0.005272363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006551947,"about_ca_system_score_gemma":0.01352608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009875588,"about_ca_topic_score_gemma":0.01343921,"domain_scores_codex":[0.977458,0.01113439,0.00275834,0.001248674,0.005956803,0.001443835],"domain_scores_gemma":[0.884766,0.07261253,0.004684736,0.001231606,0.03148713,0.005217974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001991319,0.00000784948,0.0001071519,0.0007931312,0.000006940003,0.000458373,0.0003572114,0.00002652387,0.0000630405,0.00066096,0.9911066,0.006392312],"study_design_scores_gemma":[0.00003205266,0.00003264618,0.0005514,0.004943124,0.00002093424,0.001064138,0.002789327,0.0000514689,0.0001585361,0.001236683,0.9890832,0.00003652634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004474128,0.008805335,0.0001480133,0.8986138,0.08737718,0.00003894318,0.0001139494,0.00001465537,0.004440754],"genre_scores_gemma":[0.006857118,0.01190198,0.0003349168,0.926524,0.04980469,0.0001094775,0.00006806539,0.00002816327,0.004371594],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02634968,"threshold_uncertainty_score":0.07272011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01046713929388362,"score_gpt":0.3054652493130855,"score_spread":0.2949981100192019,"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."}}