{"id":"W2911100822","doi":"10.1016/j.rbmo.2019.01.002","title":"Regulating ART: time for a re-think in the light of increasing efficacy, safety and efficiency","year":2019,"lang":"en","type":"letter","venue":"Reproductive BioMedicine Online","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"Bureaucracy; Expansive; Emotive; Assisted reproductive technology; Political science; Medicine; Law; Sociology; Infertility; Biology; Pregnancy","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003853326,0.0005479085,0.00171771,0.0009276794,0.0001172201,0.0000117458,0.0003613945,0.0007496513,0.00001519523],"category_scores_gemma":[0.01077113,0.0003407612,0.0001825793,0.00118429,0.0007616478,0.00007464911,0.0001589241,0.001832479,0.00001098049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001859004,"about_ca_system_score_gemma":0.00034349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006414553,"about_ca_topic_score_gemma":0.000002037103,"domain_scores_codex":[0.9951892,0.0003000055,0.001302627,0.001790044,0.0007464066,0.0006717383],"domain_scores_gemma":[0.9949895,0.00127735,0.0008783031,0.002273222,0.0005264053,0.00005522136],"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":[0.007518234,0.001884289,0.003174173,0.01135572,0.0005786834,0.0003439054,0.003904537,0.000006616481,0.04245747,0.0002079606,0.882721,0.04584739],"study_design_scores_gemma":[0.005184609,0.003631048,0.02131693,0.003387197,0.0005145389,0.0007961108,0.0006493886,0.0002088264,0.001492978,0.0004276262,0.9618569,0.0005338768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07679664,0.0047911,0.00007865366,0.910832,0.0004136405,0.005286256,0.0001541188,0.0001407139,0.001506883],"genre_scores_gemma":[0.1599145,0.004254611,0.05039524,0.6271954,0.09559348,0.0005517909,0.01800765,0.001247431,0.04283991],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2836366,"threshold_uncertainty_score":0.9999045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02483293411044217,"score_gpt":0.3148059293493576,"score_spread":0.2899729952389154,"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."}}