{"id":"W4307238387","doi":"10.1016/j.fertnstert.2022.08.029","title":"COMPETENCY AND BENCHMARK VALUES FOR VIENNA CONSENSUS ART LABORATORY KEY PERFORMANCE INDICATORS (KPIs) REDEFINED: REAL-WORLD DATA FROM 80 NORTH AMERICAN IVF LABORATORIES","year":2022,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pacific Centre for Reproductive Medicine","funders":"","keywords":"Benchmark (surveying); Performance indicator; Medical physics; Medicine; Geography; Cartography; Management","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":[0.01848224,0.0003418035,0.0006754826,0.005331631,0.0004430529,0.002475062,0.001410644,0.001131742,0.0009300391],"category_scores_gemma":[0.06385885,0.0002576706,0.0007256119,0.007660193,0.000683451,0.001823371,0.002306031,0.001181998,0.0003877782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005321763,"about_ca_system_score_gemma":0.005028517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03654068,"about_ca_topic_score_gemma":0.02653272,"domain_scores_codex":[0.9829631,0.005994571,0.002895473,0.001730038,0.005092996,0.001323764],"domain_scores_gemma":[0.9582373,0.01615805,0.009011898,0.002040092,0.01303978,0.001512786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004392647,0.0001719644,0.9035284,0.0003384383,0.0002438959,0.00006968202,0.001488623,0.007809641,0.000475675,0.003458795,0.01036089,0.07161472],"study_design_scores_gemma":[0.00003949633,0.0002056569,0.9846997,0.0003331756,0.00006625185,0.0001179618,0.00172539,0.005065624,0.0008650324,0.001186346,0.005653448,0.00004200274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550325,0.00353156,0.009126606,0.001596005,0.0001344558,0.0001583288,0.0149843,0.0001849598,0.01525133],"genre_scores_gemma":[0.9863331,0.000357071,0.002972753,0.0001896523,0.00001452105,0.0001123644,0.009565726,0.00002964532,0.0004251756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03654068,"threshold_uncertainty_score":0.09774458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04174563154746345,"score_gpt":0.3091758459968738,"score_spread":0.2674302144494103,"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."}}