{"id":"W4416431225","doi":"10.2196/77899","title":"Compliance and Satisfaction With a Protocol for Identifying Novel Targets to Support Postpartum Opioid Use Disorder Recovery: Prospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Prenatal Substance Exposure Effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Center for Advancing Translational Sciences","keywords":"Prospective cohort study; Opioid use disorder; Intervention (counseling); Protocol (science); Cohort study; Cohort; Postpartum period","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08688001,0.001490202,0.001423152,0.003019653,0.003586577,0.002025502,0.002206495,0.001950733,0.006357444],"category_scores_gemma":[0.09148331,0.001737696,0.002100082,0.002668596,0.001769995,0.001770872,0.002316722,0.002125386,0.003117894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002678071,"about_ca_system_score_gemma":0.01113613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0030836,"about_ca_topic_score_gemma":0.003621928,"domain_scores_codex":[0.946168,0.03374805,0.009623592,0.002914472,0.005168257,0.002377637],"domain_scores_gemma":[0.9283631,0.01761734,0.01629905,0.02100771,0.01320612,0.003506779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08370756,0.07270444,0.5980746,0.003317589,0.001142234,0.0009618314,0.01534274,0.001404457,0.00481792,0.002807045,0.02543438,0.1902852],"study_design_scores_gemma":[0.02863622,0.1278373,0.7757781,0.001841183,0.0007886002,0.0006033951,0.007736797,0.008613128,0.004754467,0.001346783,0.04155821,0.0005059157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.3744885,0.0003293104,0.01509411,0.0005307973,0.0002254919,0.5991222,0.005271641,0.0003515676,0.004586447],"genre_scores_gemma":[0.175578,0.0002421178,0.01785426,0.000438616,0.00009898983,0.802683,0.00193845,0.00004942409,0.001117262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08688001,"threshold_uncertainty_score":0.4594709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07165069502827906,"score_gpt":0.4408559032757424,"score_spread":0.3692052082474633,"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."}}