{"id":"W4387699485","doi":"10.1097/aog.0000000000005404","title":"Workplace Productivity Loss and Indirect Costs Associated With Preterm Birth in the United States","year":2023,"lang":"en","type":"article","venue":"Obstetrics and Gynecology","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital","funders":"Organon BioSciences","keywords":"Medicine; Productivity; Obstetrics; Environmental health; Economic growth","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":[0.0004152065,0.0001216447,0.0002390917,0.0003590843,0.00009733695,0.00003200673,0.00006126666,0.0001160006,0.0000098925],"category_scores_gemma":[0.00437273,0.00007942563,0.00001402156,0.001757053,0.0001525721,0.00004602524,0.00004692634,0.0002699188,0.000003055787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006578238,"about_ca_system_score_gemma":0.00005014434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004445773,"about_ca_topic_score_gemma":0.0002783704,"domain_scores_codex":[0.9989982,0.0001656556,0.0001303653,0.0002546606,0.0001408685,0.0003102627],"domain_scores_gemma":[0.9954185,0.004208735,0.0000676722,0.0001602603,0.00006459553,0.00008024889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007117735,0.0000765138,0.9826271,0.00005706776,0.00004979137,0.000517478,0.001427916,0.000005035502,0.00001398455,0.00006386192,0.0004328095,0.01465728],"study_design_scores_gemma":[0.001898176,0.000654038,0.9842667,0.00004942774,0.00003316456,0.00006242227,0.0004559896,0.0004411608,0.00004224538,0.0001678627,0.01180816,0.0001206634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968145,0.0005184035,0.000001572435,0.001570421,0.0001605182,0.0004039198,0.00003170823,0.00005600764,0.0004429446],"genre_scores_gemma":[0.997198,0.001568315,0.00001070004,0.0004261729,0.00001785745,0.00003622401,0.0001415892,0.00001259163,0.0005885495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01453661,"threshold_uncertainty_score":0.5234883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01487000025230482,"score_gpt":0.2439359923115662,"score_spread":0.2290659920592613,"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."}}