{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"faa34e2fedb3","filters":{"venue":"Journal of Family & Reproductive Health"}},"results":[{"id":"W3197192142","doi":"10.18502/jfrh.v15i3.7133","title":"Knowledge, Information Sources, and Institutional Trust of Patients Regarding Medication Use in Pregnancy: A Systematic Review","year":2021,"lang":"en","type":"review","venue":"Journal of Family & Reproductive Health","topic":"Pregnancy and Medication Impact","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; McMaster University; University of Toronto","funders":"","keywords":"CINAHL; Medicine; Apprehension; Observational study; MEDLINE; Health literacy; Medical prescription; Family medicine; Pregnancy; PsycINFO; Inclusion (mineral); Health care; Psychiatry; Nursing; Psychological intervention; Psychology; Social psychology","authors":[{"name":"Abirami Kirubarajan","is_ca":true},{"name":"Andrew C. L. Lam","is_ca":true},{"name":"Amy Yu","is_ca":true},{"name":"Cameron Taheri","is_ca":true},{"name":"Shawn Khan","is_ca":true},{"name":"Claire Sethuram","is_ca":true},{"name":"Vikita Mehta","is_ca":true},{"name":"Nancy F. Olivieri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08881838582190196,"gpt":0.3894756636405992,"spread":0.3006572778186972,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003188221,0.0002861843,0.003793298,0.0007604752,0.00006505097,0.0000162839,0.0001453769,0.0001756562,0.000004598989],"category_scores_gemma":[0.01119636,0.0002010803,0.0003463956,0.0007787489,0.000125426,0.0008055232,0.00005246303,0.0007381145,0.000002914003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007749706,"about_ca_system_score_gemma":0.005496763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000216933,"about_ca_topic_score_gemma":0.000002167304,"domain_scores_codex":[0.9943359,0.0007893975,0.003624682,0.000290461,0.0007420725,0.0002174827],"domain_scores_gemma":[0.9919334,0.0002401574,0.005721293,0.000570643,0.001262313,0.0002721775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001465958,0.0002249476,0.0002472872,0.748484,0.0002018296,0.000005088563,0.0006136409,2.510075e-7,6.889076e-8,0.00005309941,0.0007040587,0.249451],"study_design_scores_gemma":[0.0008100722,0.0002474786,0.002884426,0.8745508,0.001274213,0.0003950297,0.0001044247,0.000001176633,3.908212e-7,0.000005784438,0.1196154,0.0001109095],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001408261,0.9959068,0.000163109,0.0002582945,0.0004022715,0.002981696,0.00003491804,0.000007424085,0.0001046139],"genre_scores_gemma":[0.0001625289,0.9986493,0.0004714234,0.0002775402,0.0001324265,0.00007349345,0.0001721494,0.0000167697,0.0000443897],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2493401,"threshold_uncertainty_score":0.9971328,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281390823","doi":"10.18502/jfrh.v16i2.9476","title":"Risk of Bias Assessment in Non-Randomized Studies of Interventions for Premenstrual Syndrome: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Journal of Family & Reproductive Health","topic":"Menstrual Health and Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Children's Hospital of Eastern Ontario; McMaster University; University of Ottawa","funders":"","keywords":"Medicine; Randomized controlled trial; Odds ratio; Confidence interval; Publication bias; MEDLINE; Psychological intervention; Meta-analysis; Logistic regression; Systematic review; Internal medicine; Psychiatry","authors":[{"name":"Hadi Tehfe","is_ca":true},{"name":"Ryan Chow","is_ca":true},{"name":"Sophie Li","is_ca":true},{"name":"Patrick Kim","is_ca":true},{"name":"Saif Samari","is_ca":true},{"name":"Lamia Hayawi","is_ca":true},{"name":"Richard D. Webster","is_ca":true},{"name":"Nadya Ben Fadel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3329802970207694,"gpt":0.5399803383790652,"spread":0.2070000413582958,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03339365,0.000469687,0.0180979,0.001076524,0.00009893734,0.000003862364,0.0002720848,0.0001082926,0.00002018264],"category_scores_gemma":[0.01776241,0.0003055195,0.003400958,0.0009326658,0.000255803,0.0000855884,0.00009564924,0.001222712,6.388912e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001111727,"about_ca_system_score_gemma":0.004858345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001541139,"about_ca_topic_score_gemma":0.000009956477,"domain_scores_codex":[0.9838106,0.004515251,0.00971488,0.000537472,0.00101463,0.0004071781],"domain_scores_gemma":[0.9754859,0.002836509,0.0193433,0.0009057128,0.001177402,0.0002511331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001511137,0.0007254423,0.00001508799,0.960556,0.002767467,0.0000175862,0.0005056689,0.000001573289,5.849254e-8,0.00004352601,0.0006918295,0.03316465],"study_design_scores_gemma":[0.01936046,0.004564261,0.00008954023,0.9555253,0.01211301,0.0006754183,0.003594911,0.000002603749,9.026432e-8,0.0001641743,0.003739138,0.0001710459],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006088497,0.9789281,0.0001496378,0.0003414268,0.0008224886,0.01893704,0.0001568164,0.000005431626,0.00005017365],"genre_scores_gemma":[0.0001801298,0.9951264,0.003192233,0.0001523926,0.00008533739,0.001108843,0.00003499154,0.00004910798,0.00007058909],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0329936,"threshold_uncertainty_score":0.9999397,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405885003","doi":"10.18502/jfrh.v18i4.17424","title":"TikTok as a Resource for Fertility Information and Support: A Patient Survey","year":2024,"lang":"en","type":"article","venue":"Journal of Family & Reproductive Health","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"CReATe Fertility Centre; Ottawa Fertility Centre; University of Toronto; McMaster University","funders":"","keywords":"Fertility; Misinformation; Thematic analysis; Medicine; Family medicine; Fertility clinic; Psychology; Population; Qualitative research; Environmental health; Social science; Sociology","authors":[{"name":"Abirami Kirubarajan","is_ca":true},{"name":"Priyanka Patel","is_ca":true},{"name":"Amanda M. Black","is_ca":true},{"name":"Sony Sierra","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1310405558076112,"gpt":0.4370972949139439,"spread":0.3060567391063327,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01065383,0.00009384388,0.000271079,0.0002083869,0.0004252883,0.0001112069,0.0001061465,0.00008164068,0.00001103065],"category_scores_gemma":[0.0142319,0.00008590471,0.00006766961,0.000471655,0.0001643593,0.0007998137,0.00001804071,0.0002905232,0.00001000573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007952199,"about_ca_system_score_gemma":0.00474667,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00708868,"about_ca_topic_score_gemma":0.0004090919,"domain_scores_codex":[0.9972674,0.0008095021,0.0008318071,0.0002183222,0.000546271,0.0003266881],"domain_scores_gemma":[0.9964435,0.001628651,0.0005986613,0.0001629198,0.0008503741,0.0003159133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000490852,0.0001069845,0.009952921,0.0004213837,0.00003979094,0.000001615211,0.2756085,0.000003263652,0.00001231784,0.001670275,0.02901426,0.6826779],"study_design_scores_gemma":[0.000168688,0.0009517231,0.3853426,0.0001137002,0.0000120015,0.000007884333,0.01903084,0.00000742714,0.00001577987,0.002168459,0.5920944,0.00008653576],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955051,0.004680931,0.0002747505,0.03047045,0.00660164,0.002023977,0.00004251195,0.00004099931,0.0008137129],"genre_scores_gemma":[0.9943081,0.0009815049,0.001052507,0.001820159,0.001637329,0.0001135303,0.00001736444,0.00001461384,0.0000548612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6825913,"threshold_uncertainty_score":0.9995232,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412826014","doi":"10.18502/jfrh.v19i2.19301","title":"Comparing the Effectiveness of Expressive Writing and Relaxation on Mental Health and Treatment Success in Women Undergoing Assisted Reproductive Technology: A Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"Journal of Family & Reproductive Health","topic":"Mental Health via Writing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Regent College","funders":"","keywords":"Randomized controlled trial; Mental health; Relaxation (psychology); Psychology; Medicine; Psychotherapist; Social psychology; Internal medicine","authors":[{"name":"Zahra Najdgholami","is_ca":false},{"name":"Leila Amini","is_ca":false},{"name":"Ali Montazeri","is_ca":false},{"name":"Mahshad Mohammadnoori","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03840113455664573,"gpt":0.3850045424906487,"spread":0.346603407934003,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02207351,0.0003168092,0.002951538,0.0009211099,0.0004367157,0.00003251665,0.0001610005,0.000119907,0.000001786971],"category_scores_gemma":[0.003092727,0.0002161911,0.0001555103,0.0006941023,0.0004275368,0.0001758582,0.00008216153,0.0006663645,3.201483e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002139944,"about_ca_system_score_gemma":0.0009567011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006240586,"about_ca_topic_score_gemma":0.00003738645,"domain_scores_codex":[0.9878178,0.007960204,0.002474788,0.0008398442,0.0003551258,0.000552262],"domain_scores_gemma":[0.9905478,0.004901454,0.003630849,0.0005018903,0.0002697238,0.0001482242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9502146,0.0009791476,0.01200656,0.0004740861,0.0006907993,0.000009645644,0.01404367,0.00002755443,0.0005458632,0.004344261,0.0000321046,0.01663174],"study_design_scores_gemma":[0.8490533,0.005655404,0.08930769,0.004092467,0.00005805107,0.00009612761,0.048943,0.00003443228,0.0003373999,0.002241935,0.00002187098,0.0001583789],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673126,0.01555263,0.00009168933,0.006882104,0.0009880769,0.00850942,0.000004806149,0.00002185479,0.0006368177],"genre_scores_gemma":[0.9970393,0.001417856,0.0002910474,0.0003345389,0.0001995117,0.0006538291,0.000002566539,0.00002240017,0.00003896054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1011613,"threshold_uncertainty_score":0.8816018,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415762975","doi":"10.18502/jfrh.v19i3.20062","title":"Breast Milk and Brain: The Influence of Iodine and Neurotrophic and Growth Factors on Children’s Neurodevelopment-A Secondary Analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Family & Reproductive Health","topic":"Thyroid Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Iodine; Breast milk; Brain-derived neurotrophic factor; Pregnancy; Neurotrophin; Breast feeding; Association (psychology)","authors":[{"name":"Pantea Nazeri","is_ca":false},{"name":"Najmeh Hamzavi Zarghani","is_ca":true},{"name":"Zhale Tahmasebinejad","is_ca":false},{"name":"Mohadese Dashtkoohi","is_ca":false},{"name":"Mehdi Hedayati","is_ca":false},{"name":"Parvin Mirmiran","is_ca":false},{"name":"Mamak Shariat","is_ca":false},{"name":"Fereidoun Azizi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0113559399048394,"gpt":0.2745005411543623,"spread":0.2631446012495229,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003755772,0.0001733201,0.0005810525,0.0004087432,0.0001525605,0.00001704569,0.00006131702,0.0000334856,0.000001448376],"category_scores_gemma":[0.0001870221,0.0001055019,0.00007656385,0.0005141668,0.000197301,0.0001052544,0.0000513601,0.0003312257,9.097276e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004463619,"about_ca_system_score_gemma":0.0002862913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003187975,"about_ca_topic_score_gemma":0.000007778078,"domain_scores_codex":[0.9986239,0.0001321092,0.0004824493,0.0003609692,0.0002322299,0.0001683598],"domain_scores_gemma":[0.998848,0.0001160035,0.0004264964,0.0002478212,0.000222944,0.0001387693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006374641,0.0002691187,0.9862041,0.00009488476,0.001164049,0.00001521001,0.001154623,0.00003455713,0.0007664812,0.0001083161,0.0006027107,0.008948445],"study_design_scores_gemma":[0.001715741,0.0009145142,0.9960313,0.00008837837,0.0003428117,0.0002707054,0.0002285398,0.000002664268,0.0001081596,0.0002056948,0.00003270605,0.00005875499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723138,0.00563185,0.000008671606,0.02161342,0.00005174379,0.0003115417,0.00002723363,0.000005013878,0.00003676902],"genre_scores_gemma":[0.9949643,0.002368233,0.00007750277,0.002498889,0.00003420591,0.000001638146,0.000003841546,0.000008696834,0.00004267484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02265056,"threshold_uncertainty_score":0.4302242,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}