{"id":"W4280567925","doi":"10.9778/cmajo.20210269","title":"Infertility treatment and postpartum mental illness: a population-based cohort study","year":2022,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Canadian Institutes of Health Research","keywords":"Infertility; Mental illness; Medicine; Cohort; Psychiatry; Population; Cohort study; Obstetrics; Mental health; Psychology; Gynecology; Pregnancy; Environmental health; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003091769,0.00009333012,0.0002439213,0.00005732666,0.0003448157,0.00002228615,0.00009343657,0.00001813793,0.0002352883],"category_scores_gemma":[0.00008624339,0.00007326432,0.0000211173,0.0001304911,0.00003026475,0.00005646803,0.000231117,0.00008773637,0.000004221413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002941603,"about_ca_system_score_gemma":0.0001194756,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007634431,"about_ca_topic_score_gemma":0.0001969262,"domain_scores_codex":[0.9991248,0.00007534806,0.0001615772,0.0003575631,0.0001433866,0.0001373547],"domain_scores_gemma":[0.9994078,0.0000245686,0.00004886489,0.000427779,0.00002570273,0.00006531121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003727218,0.0007943716,0.992893,0.0000123798,0.0000390374,0.00001299311,0.0003251535,0.000002432037,0.00002611059,0.00004419055,0.0001443598,0.005333298],"study_design_scores_gemma":[0.001884704,0.001944,0.9903153,0.000004392,0.00004560026,0.00001110252,0.001665585,0.00003256356,0.0001781741,0.0001274353,0.003717393,0.000073782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911138,0.0002235718,0.000001048174,0.003100234,0.0001074563,0.004684668,0.00002153758,0.00007489281,0.0006727307],"genre_scores_gemma":[0.9979634,0.0000105511,0.00007294465,0.0002594443,0.00001532175,0.001253634,0.0001045911,0.000008791677,0.0003112761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007437505,"threshold_uncertainty_score":0.9989738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04087258381848864,"score_gpt":0.3577476946747096,"score_spread":0.3168751108562209,"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."}}