{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":25,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":25,"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":"c3d6fd7c97e3","filters":{"venue":"Insights-Journal of Life and Social Sciences"}},"results":[{"id":"W4411542400","doi":"10.71000/4dg45x22","title":"ARTIFICIAL INTELLIGENCE IN AUTOMATED INTERPRETATION OF DENTAL RADIOGRAPHS: A SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"review","venue":"Insights-Journal of Life and Social Sciences","topic":"Dental Radiography and Imaging","field":"Dentistry","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Radiography; Interpretation (philosophy); Dentistry; Computer science; Artificial intelligence; Orthodontics; Medicine; Medical physics; Radiology","authors":[{"name":"Fatima Tuz Zahra","is_ca":false},{"name":"Maham Waseem","is_ca":false},{"name":"Naveed Iqbal","is_ca":false},{"name":"Dur E Kashaf","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04826723272207609,"gpt":0.3787882552427586,"spread":0.3305210225206825,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01454712,0.001691165,0.007889998,0.009964448,0.0006840857,0.003372675,0.002843982,0.002459344,0.004262914],"category_scores_gemma":[0.07297053,0.001214396,0.008927026,0.008818795,0.001243226,0.002926114,0.001616742,0.001390232,0.0003780287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003945849,"about_ca_system_score_gemma":0.01306537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007153659,"about_ca_topic_score_gemma":0.01748697,"domain_scores_codex":[0.984858,0.006734092,0.004721134,0.0007868193,0.002650619,0.0002493075],"domain_scores_gemma":[0.9149979,0.07010011,0.009241529,0.0009037937,0.004387598,0.0003691137],"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":[0.0001477792,0.00001955029,0.0003579641,0.9477797,0.00532452,0.00004225889,0.0001218072,0.0001287031,0.00005147594,0.0001601732,0.0007797619,0.04508637],"study_design_scores_gemma":[0.0002222259,0.0002498329,0.002132542,0.9445162,0.04051423,0.0002404509,0.0001795701,0.0002163227,0.0001272127,0.0003158389,0.01124344,0.00004227615],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005924069,0.9983911,0.0002079724,0.0001615416,0.0000665394,0.0002955436,0.0001049891,0.000007429461,0.0001724048],"genre_scores_gemma":[0.01058302,0.9867653,0.001378008,0.0003410096,0.00008756547,0.0006681891,0.0001044602,0.000005501199,0.00006704069],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01454712,"threshold_uncertainty_score":0.07693344,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413105775","doi":"10.71000/kyt07d74","title":"IMPACT OF PLANT BASED DIETS ON INFLAMMATORY MARKERS IN ADULTS A SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Nutrition, Genetics, and Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Biology","authors":[{"name":"Kabir Ghoto","is_ca":false},{"name":"Farah Naeem Malik","is_ca":false},{"name":"Fatima Ashraf","is_ca":false},{"name":"Zia Ur Rehman","is_ca":false},{"name":"Fatima Alvi","is_ca":false},{"name":"Isra Durrani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01187467385164305,"gpt":0.2887248075643125,"spread":0.2768501337126694,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007938659,0.001744783,0.01007637,0.007504764,0.0006240835,0.002918362,0.00184993,0.001839888,0.005135763],"category_scores_gemma":[0.03356772,0.0011326,0.009359559,0.008385166,0.0008328696,0.001926192,0.001496366,0.001120302,0.0003389748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003247164,"about_ca_system_score_gemma":0.01070872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007867121,"about_ca_topic_score_gemma":0.02382591,"domain_scores_codex":[0.9929491,0.002595311,0.002621966,0.0004761947,0.001155524,0.0002019012],"domain_scores_gemma":[0.9812526,0.01265159,0.004063888,0.000264084,0.00155827,0.0002095226],"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":[0.0001727202,0.00001056208,0.0004088517,0.9769067,0.009454066,0.00005481935,0.0000907534,0.0000566877,0.00008555882,0.00007733526,0.0005430098,0.01213898],"study_design_scores_gemma":[0.0004146714,0.0002533489,0.00387593,0.8488443,0.1350602,0.0002728886,0.000198357,0.00009676397,0.0001779019,0.0002080018,0.01056048,0.00003714088],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001515757,0.9967153,0.0001472509,0.0001900481,0.0001016904,0.0005854638,0.0004577196,0.00001210064,0.0002747775],"genre_scores_gemma":[0.02213621,0.9745939,0.0008687528,0.0005731415,0.00008218681,0.001270291,0.0003019451,0.000007264768,0.0001662296],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01007637,"threshold_uncertainty_score":0.04198414,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410066053","doi":"10.71000/exfvjs16","title":"PREDICTORS OF POST-SURGICAL PULMONARY COMPLICATIONS AND STRATEGIES FOR RISK REDUCTION","year":2025,"lang":"en","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Reduction (mathematics); Intensive care medicine; Internal medicine","authors":[{"name":"Mohammed Mustafa","is_ca":false},{"name":"Farzana Abbas","is_ca":false},{"name":"Mahim I Qureshi","is_ca":false},{"name":"Muhammad Azwadi Sulaiman","is_ca":false},{"name":"Adeel-Ur-Rehman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02813895450586937,"gpt":0.3208496534666782,"spread":0.2927106989608088,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0259276,0.001977965,0.006208902,0.007943899,0.0006708829,0.00397617,0.002581653,0.002491807,0.005649811],"category_scores_gemma":[0.103645,0.001033352,0.009227531,0.003935572,0.0009444575,0.004293843,0.002118997,0.003462497,0.0005630347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003339382,"about_ca_system_score_gemma":0.01852026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007990375,"about_ca_topic_score_gemma":0.0120997,"domain_scores_codex":[0.984389,0.009196995,0.003292022,0.0009267116,0.001826786,0.0003685337],"domain_scores_gemma":[0.9328843,0.05132775,0.009338669,0.0006685158,0.005043814,0.0007369309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.001044337,0.0002832321,0.0188672,0.489558,0.01790034,0.0002267854,0.000823706,0.002319333,0.0002190577,0.007195661,0.01070304,0.4508593],"study_design_scores_gemma":[0.001149373,0.0006990699,0.02181209,0.8589066,0.05654036,0.000554471,0.001459653,0.00313204,0.0005579497,0.01207013,0.04291041,0.0002079074],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001866068,0.9856839,0.0019855,0.008695929,0.0003432529,0.000337442,0.0003711662,0.00003245632,0.0006842889],"genre_scores_gemma":[0.05541885,0.9288128,0.01032744,0.002195211,0.0007483028,0.001714624,0.0004848251,0.00001675287,0.0002811949],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0259276,"threshold_uncertainty_score":0.1371199,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412935972","doi":"10.71000/a6hvh394","title":"EFFECTIVENESS OF AEROBIC EXERCISE ON COGNITIVE FUNCTION IN MILD COGNITIVE IMPAIRMENT PATIENTS","year":2025,"lang":"en","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Aerobic exercise; Montreal Cognitive Assessment; Mood; Medicine; Physical therapy; Geriatric Depression Scale; Cognition; Population; Dementia; Repeated measures design; Randomized controlled trial; Cognitive decline; Neuropsychology; Clinical psychology; Cognitive impairment; Internal medicine; Psychiatry; Depressive symptoms; Disease","authors":[{"name":"Muhammad Adnan Aslam","is_ca":false},{"name":"Junaid ur Rehman Rehman","is_ca":false},{"name":"Muhammad Junaid Munir","is_ca":false},{"name":"Amna Tariq","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02400873694385318,"gpt":0.3364913793488865,"spread":0.3124826424050333,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008584714,0.0004860677,0.00115799,0.0002915498,0.0003241811,0.0003705671,0.0003148018,0.0005141662,0.001651888],"category_scores_gemma":[0.001142173,0.0001725826,0.001022177,0.0002507362,0.0002301782,0.0001763383,0.0002613154,0.0005435194,0.000143186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000344247,"about_ca_system_score_gemma":0.0006574838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001619398,"about_ca_topic_score_gemma":0.002994833,"domain_scores_codex":[0.9996768,0.0001169361,0.00004391935,0.00004753649,0.00004665512,0.0000681327],"domain_scores_gemma":[0.9994004,0.0001722352,0.0001386556,0.0000219979,0.00004114568,0.0002256095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.6805001,0.06425355,0.06011397,0.003771627,0.003436289,0.0001532073,0.0004146917,0.001006844,0.005374096,0.00008587097,0.0009356317,0.179954],"study_design_scores_gemma":[0.1214009,0.4284721,0.4426962,0.0004589344,0.002860977,0.0001100241,0.000189203,0.0008537591,0.001571659,0.0001145859,0.001237781,0.00003381952],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960879,0.002795333,0.00003320737,0.00006653332,0.00004278713,0.0002360688,0.0001240271,0.000005436071,0.000608745],"genre_scores_gemma":[0.9981223,0.001066099,0.000129028,0.00008238942,0.00005049277,0.0002570612,0.0001138305,5.460642e-7,0.000178331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001651888,"threshold_uncertainty_score":0.005526125,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417051612","doi":"10.71000/279rtt22","title":"STRENGTHENING DEVOLUTION FOR BALANCED DEVELOPMENT: AN ANALYSIS OF FEDERALISM AND REGIONAL INEQUALITIES IN PAKISTAN","year":2025,"lang":"","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Politics and Conflicts in Afghanistan, Pakistan, and Middle East","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Grassroots; Devolution (biology); Corporate governance; Federalism; Autonomy; Inequality; Work (physics); Good governance; Service delivery framework; Democracy","authors":[{"name":"Jawad Ullah","is_ca":false},{"name":"Izhar Ahmad Bacha","is_ca":false},{"name":"Muhammad Waqar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07712775803314367,"gpt":0.3754659699708407,"spread":0.2983382119376971,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008005977,0.00007541983,0.0001982893,0.0009175884,0.002583079,0.002204892,0.0003904741,0.0003519667,0.003503653],"category_scores_gemma":[0.002161993,0.000071808,0.0003017874,0.001797536,0.001984715,0.0009317629,0.00194819,0.0006519461,0.00005803059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007165841,"about_ca_system_score_gemma":0.005631576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.100965,"about_ca_topic_score_gemma":0.1140806,"domain_scores_codex":[0.9990722,0.0002344104,0.00002198623,0.00005559326,0.00008396518,0.000531766],"domain_scores_gemma":[0.9989414,0.0003565009,0.0002792552,0.00004877131,0.0001412702,0.000232852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001477042,0.0001906245,0.5878997,0.00008992793,0.0000870045,0.001035422,0.01838632,0.0041255,0.0004164356,0.3380244,0.002117039,0.04747979],"study_design_scores_gemma":[0.00002668245,0.00009626898,0.8808953,0.0001381491,0.00008485885,0.0001641201,0.05928896,0.008449494,0.0002182445,0.03455532,0.01606354,0.0000191989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822868,0.0002237968,0.0005281831,0.001399852,0.000006076812,0.00002015116,0.00007110393,0.000002253188,0.01546183],"genre_scores_gemma":[0.9997264,0.00004387008,0.00005364259,0.00001867879,0.000002014799,0.000003145572,0.00001058124,3.623341e-7,0.0001413122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.100965,"threshold_uncertainty_score":0.2007547,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415223959","doi":"10.71000/6pd53p52","title":"POSTOPERATIVE OUTCOMES OF PLATE VERSUS SCREW FIXATION IN MANDIBULAR FRACTURES: A COMPARATIVE ANALYSIS: A SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"review","venue":"Insights-Journal of Life and Social Sciences","topic":"Facial Trauma and Fracture Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Fixation (population genetics); Cochrane Library; Randomized controlled trial; Observational study; Internal fixation; Meta-analysis","authors":[{"name":"Nadia Munir","is_ca":false},{"name":"Huda Muneer","is_ca":false},{"name":"Noor Ul Ain","is_ca":false},{"name":"Changaiz Khan","is_ca":false},{"name":"Ayesha Malik","is_ca":false},{"name":"Muhammad Kamil","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.110194252493977,"gpt":0.4319688095528204,"spread":0.3217745570588434,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0118721,0.001611542,0.01171418,0.009114938,0.0005976429,0.002857882,0.001738647,0.001893396,0.003230254],"category_scores_gemma":[0.04561047,0.0009396201,0.01507447,0.008417462,0.001159672,0.001967283,0.001282452,0.001141267,0.0001833168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003161986,"about_ca_system_score_gemma":0.00724883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003291648,"about_ca_topic_score_gemma":0.009597787,"domain_scores_codex":[0.9870666,0.004452881,0.005237193,0.000744242,0.002257016,0.0002422321],"domain_scores_gemma":[0.9613177,0.02655759,0.008420523,0.0005275036,0.002839964,0.0003366718],"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":[0.001233493,0.000043245,0.001449944,0.9362532,0.03985097,0.00008160921,0.0001313935,0.00009498738,0.0001547857,0.0001097003,0.0002397121,0.02035687],"study_design_scores_gemma":[0.001914109,0.001527661,0.0101317,0.4951342,0.484349,0.0005939352,0.0004871903,0.0001966326,0.0003948727,0.0003284938,0.004863213,0.0000788878],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00474668,0.9940469,0.0001750765,0.00009609461,0.00006392356,0.000456742,0.0002546444,0.000005559866,0.0001543544],"genre_scores_gemma":[0.07357657,0.9227445,0.001264083,0.0004223296,0.0001360441,0.001377122,0.0003683368,0.000008728192,0.0001022916],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0118721,"threshold_uncertainty_score":0.0627864,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416646183","doi":"10.71000/6js3t021","title":"REVIEW OF NURSE-LED INTERVENTIONS IN REDUCING HOSPITAL READMISSION RATES AMONG ELDERLY PATIENTS WITH CHRONIC ILLNESSES: A SYSTEMATIC REVIEW","year":2025,"lang":"","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Psychological intervention; Observational study; Systematic review; Data extraction; MEDLINE; Telehealth; Cochrane Library","authors":[{"name":"Atika Akram","is_ca":false},{"name":"Izaz Ali","is_ca":false},{"name":"Zarina Naz","is_ca":false},{"name":"Komal Rohail","is_ca":false},{"name":"Syed Gufran Sadiq Zaidi","is_ca":false},{"name":"Liza Orazmukhametova","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01929619043626239,"gpt":0.3302292336659458,"spread":0.3109330432296833,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009867725,0.001649485,0.009480136,0.00610348,0.0006165568,0.00204941,0.002097115,0.001642036,0.004332724],"category_scores_gemma":[0.04270882,0.0008864373,0.01031221,0.006520447,0.0006515156,0.001611762,0.001300305,0.001259581,0.0002863535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003634148,"about_ca_system_score_gemma":0.01148157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008579959,"about_ca_topic_score_gemma":0.022737,"domain_scores_codex":[0.9912816,0.003810038,0.002792459,0.0005193636,0.001413823,0.0001826475],"domain_scores_gemma":[0.97809,0.01590699,0.003384424,0.0002840553,0.002075817,0.0002586077],"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":[0.0002864145,0.00002408449,0.0003623567,0.9562175,0.01268533,0.00004757451,0.0001060006,0.0001088447,0.00007540921,0.00009623908,0.0007144467,0.02927577],"study_design_scores_gemma":[0.0006091192,0.000388006,0.002800908,0.8673984,0.1167995,0.0001558626,0.0001701633,0.000141413,0.0001907788,0.0001827756,0.01112978,0.00003340057],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001334497,0.9966707,0.0002553806,0.0002030963,0.0001547825,0.000736127,0.000340017,0.00001430411,0.0002910617],"genre_scores_gemma":[0.01747397,0.9794738,0.001038022,0.0004543407,0.00008972344,0.001154112,0.0001846576,0.000007011423,0.0001244539],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009867725,"threshold_uncertainty_score":0.05218613,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412718099","doi":"10.71000/krp31f50","title":"PSYCHOLOGICAL IMPACT OF POLYCYSTIC OVARY SYNDROME (PCOS) ON REPRODUCTIVE-AGED WOMEN","year":2025,"lang":"en","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Ovarian function and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Polycystic ovary; Anxiety; Medicine; Quality of life (healthcare); Clinical psychology; Depression (economics); Population; Cochrane Library; Meta-analysis; Psychiatry; Internal medicine; Obesity; Insulin resistance; Environmental health","authors":[{"name":"Sonia Kumari","is_ca":false},{"name":"Shabahat Arain","is_ca":false},{"name":"Sara Jabeen","is_ca":false},{"name":"Saira zubair","is_ca":false},{"name":"Muhammad Hayat","is_ca":false},{"name":"Muhammad Haisum Maqsood","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04886517272602384,"gpt":0.3592080851243386,"spread":0.3103429123983147,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004951288,0.0006162535,0.002879179,0.003859917,0.0004063751,0.0017685,0.000696525,0.001113768,0.001725877],"category_scores_gemma":[0.02959885,0.0004228381,0.003755105,0.004575767,0.0006378077,0.0009706759,0.0009123338,0.0007823312,0.00008326157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001510146,"about_ca_system_score_gemma":0.003765847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006142297,"about_ca_topic_score_gemma":0.01226669,"domain_scores_codex":[0.9955466,0.001861285,0.001393749,0.0003271124,0.0007475322,0.0001237454],"domain_scores_gemma":[0.9807796,0.01310612,0.004728385,0.0001772568,0.001006673,0.0002018988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0005790975,0.00006668502,0.02716178,0.8216555,0.01937951,0.0003913093,0.0009819182,0.0001943863,0.0002839883,0.0004569419,0.002235538,0.1266134],"study_design_scores_gemma":[0.0005065812,0.0008532057,0.1480777,0.734457,0.09038908,0.002036706,0.00175427,0.0001916213,0.0003065308,0.0009700348,0.02034927,0.0001080067],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.007987464,0.9906614,0.00005967718,0.0004732865,0.000118103,0.00008218684,0.0002538546,0.000002708052,0.0003611878],"genre_scores_gemma":[0.1134087,0.8845846,0.0003829327,0.0008841441,0.0001854137,0.0002662442,0.0002113743,0.000002887125,0.00007360845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006142297,"threshold_uncertainty_score":0.02618521,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411301099","doi":"10.71000/tg469m32","title":"ARTIFICIAL INTELLIGENCE IN POSTOPERATIVE REHABILITATION PLANNING: A SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"review","venue":"Insights-Journal of Life and Social Sciences","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Rehabilitation; Physical medicine and rehabilitation; Medicine; Computer science; Psychology; Physical therapy","authors":[{"name":"Abdul Rashid Aziz","is_ca":false},{"name":"Aymah Mansoor","is_ca":false},{"name":"Alia Masood","is_ca":false},{"name":"Adeel-ur-Rehman","is_ca":false},{"name":"Nabeeha Sana","is_ca":false},{"name":"Farhan Muhammad Qureshi","is_ca":false},{"name":"Warda Khalid","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0726834445873506,"gpt":0.3827435094644356,"spread":0.310060064877085,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01002108,0.001650145,0.008183512,0.008383667,0.000694195,0.003087163,0.002230596,0.001994829,0.004708697],"category_scores_gemma":[0.04333231,0.001071781,0.009867166,0.008730161,0.001031825,0.002295133,0.001473334,0.0014916,0.0003255376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004076157,"about_ca_system_score_gemma":0.01520287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007862909,"about_ca_topic_score_gemma":0.01918587,"domain_scores_codex":[0.9900788,0.004417816,0.002978138,0.0005174288,0.001743712,0.0002640484],"domain_scores_gemma":[0.9678286,0.02481709,0.004539453,0.0004286574,0.00208548,0.0003006839],"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":[0.0001854497,0.00002914839,0.0003701964,0.9500558,0.006543588,0.00005742158,0.0001201356,0.000141297,0.00005708932,0.0001625117,0.0007927179,0.04148461],"study_design_scores_gemma":[0.0003823318,0.0002897547,0.002379084,0.9282374,0.05700535,0.0002518316,0.0001875815,0.0002052686,0.0001216197,0.0003109432,0.01058758,0.00004123092],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008023148,0.9978213,0.0002190928,0.0002162689,0.00007068206,0.0004775822,0.0001406645,0.00000838098,0.0002436993],"genre_scores_gemma":[0.01478785,0.98238,0.001148584,0.0004094335,0.00007191427,0.0009872834,0.0001302385,0.000004793404,0.00007994129],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01002108,"threshold_uncertainty_score":0.05299723,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410851070","doi":"10.71000/xjp2m056","title":"EFFECTIVENESS OF PUBLIC HEALTH INTERVENTIONS IN CONTROLLING THE SPREAD OF COVID-19: A SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"review","venue":"Insights-Journal of Life and Social Sciences","topic":"COVID-19 Prevention and Impact","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Psychological intervention; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Systematic review; Public health interventions; Psychology; Medicine; MEDLINE; Political science; Virology; Nursing; Disease","authors":[{"name":"Aamna Jawed","is_ca":false},{"name":"Bheesham Kingrani","is_ca":false},{"name":"Hafsa Tahir","is_ca":false},{"name":"Usama Ahmad Khan","is_ca":false},{"name":"A. M. Siddiq","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2649066370540885,"gpt":0.5186462874501117,"spread":0.2537396503960232,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01768055,0.002256466,0.01249496,0.00953606,0.0008785358,0.003925994,0.002783942,0.002971209,0.005142801],"category_scores_gemma":[0.07932604,0.001476397,0.0137363,0.008480278,0.001415501,0.003076651,0.002029897,0.00227668,0.000340228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007418226,"about_ca_system_score_gemma":0.02181661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009817161,"about_ca_topic_score_gemma":0.02079698,"domain_scores_codex":[0.9814529,0.007946182,0.005505827,0.001164397,0.003412025,0.0005186365],"domain_scores_gemma":[0.940843,0.04695087,0.007489859,0.0006720102,0.003519296,0.0005249437],"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":[0.0002919322,0.00002928659,0.0003834607,0.9629338,0.01120188,0.00004019736,0.0001200809,0.0001186063,0.00006029712,0.0001599181,0.0004996465,0.024161],"study_design_scores_gemma":[0.0004834344,0.0003194966,0.001934071,0.9075841,0.08195636,0.000108702,0.0002131227,0.0001199897,0.0001772965,0.0002516882,0.006820653,0.00003113774],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001413154,0.996231,0.0002380971,0.0003446934,0.0001348234,0.0008838148,0.0003467044,0.00001655992,0.0003910529],"genre_scores_gemma":[0.02699879,0.9691002,0.001162111,0.0006224345,0.0001029147,0.001677038,0.0002272891,0.000009229222,0.00009989628],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01768055,"threshold_uncertainty_score":0.09350485,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412744294","doi":"10.71000/8kqng764","title":"IMPACT OF ENVIRONMENTAL POLLUTANTS ON PUBLIC HEALTH OUTCOMES: A SYSTEMATIC REVIEW OF GLOBAL EVIDENCE","year":2025,"lang":"en","type":"review","venue":"Insights-Journal of Life and Social Sciences","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Pollutant; Environmental health; Public health; Environmental planning; Systematic review; Environmental science; Environmental impact assessment; MEDLINE; Medicine; Political science; Chemistry","authors":[{"name":"Ayesha Khan","is_ca":false},{"name":"Nibras Alaa Hussain","is_ca":false},{"name":"Maida Zafar","is_ca":false},{"name":"Muhammad Israr","is_ca":false},{"name":"Farhan Muhammad Qureshi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2398934518777713,"gpt":0.4704960750572016,"spread":0.2306026231794304,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02646719,0.002504031,0.01102023,0.02186578,0.0009511971,0.004168095,0.002834162,0.002570608,0.004602157],"category_scores_gemma":[0.1027534,0.001719419,0.01243079,0.0208501,0.001597335,0.003634299,0.003313967,0.001996219,0.0003271842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007239186,"about_ca_system_score_gemma":0.02809643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01506442,"about_ca_topic_score_gemma":0.03815644,"domain_scores_codex":[0.9743927,0.009447478,0.009879835,0.001664062,0.003961014,0.0006549468],"domain_scores_gemma":[0.9183791,0.0598963,0.01273234,0.001225428,0.007175079,0.0005917306],"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":[0.00009251235,0.00000805075,0.0006891822,0.974135,0.008812737,0.00005895897,0.0001751554,0.0001052753,0.00007740253,0.000178602,0.000843265,0.0148238],"study_design_scores_gemma":[0.0001252955,0.00009408845,0.002515024,0.9241676,0.06368513,0.0001579937,0.0002688448,0.00008088676,0.0001114168,0.0002850051,0.008481446,0.00002729797],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001111089,0.9961069,0.0003128072,0.0005613046,0.000132461,0.0006362295,0.0008647313,0.00001394375,0.0002605419],"genre_scores_gemma":[0.01690763,0.9790259,0.001344334,0.0007484666,0.00008994092,0.001343759,0.0004489455,0.000009134922,0.00008195331],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02646719,"threshold_uncertainty_score":0.1399735,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412374888","doi":"10.71000/vqawkz44","title":"ARTIFICIAL INTELLIGENCE IN MUSCULOSKELETAL RADIOLOGY: A SYSTEMATIC REVIEW OF DIAGNOSTIC ACCURACY AND CLINICAL INTEGRATION","year":2025,"lang":"en","type":"review","venue":"Insights-Journal of Life and Social Sciences","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medical physics; Medicine; Radiology; Artificial intelligence; Computer science","authors":[{"name":"Komal Abrar","is_ca":false},{"name":"Linta Naveed","is_ca":false},{"name":"Anusha Mandhan","is_ca":false},{"name":"Zunaira Rizwan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0771568806829034,"gpt":0.4182357729734328,"spread":0.3410788922905294,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02088562,0.001696771,0.007997117,0.01421408,0.0007396071,0.004130044,0.002498018,0.002307099,0.003419537],"category_scores_gemma":[0.1105736,0.001213352,0.009966349,0.01230146,0.001536265,0.003065064,0.002155459,0.001620955,0.0003201478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00478618,"about_ca_system_score_gemma":0.01467471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007393153,"about_ca_topic_score_gemma":0.01966922,"domain_scores_codex":[0.9796551,0.007806948,0.007617913,0.001101606,0.003518579,0.0002999188],"domain_scores_gemma":[0.8739533,0.1057109,0.01190122,0.001459684,0.006508651,0.0004661643],"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":[0.0001323129,0.00001701804,0.00079116,0.9282056,0.008439093,0.00004591376,0.0001465054,0.0001838681,0.00006189312,0.0002874153,0.001111572,0.06057759],"study_design_scores_gemma":[0.0001341924,0.0001513324,0.002760122,0.93931,0.04430567,0.0002539617,0.0001640271,0.0001962269,0.0001103869,0.0005482011,0.01202388,0.00004205266],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004459075,0.9985508,0.000218607,0.0002405343,0.00006815695,0.0001658905,0.000129534,0.000006410492,0.0001740485],"genre_scores_gemma":[0.01167147,0.9856037,0.001429245,0.0005115502,0.00009906253,0.0004846774,0.0001475903,0.000006393319,0.0000464074],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02088562,"threshold_uncertainty_score":0.110455,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413230483","doi":"10.71000/kd3sk862","title":"ALEXITHYMIA AND EMOTIONAL EATING: THE MEDIATING ROLE OF IMPULSIVITY AND THE MODERATING ROLE OF MINDFULNESS","year":2025,"lang":"en","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Psychosomatic Disorders and Their Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Alexithymia; Impulsivity; Mindfulness; Psychology; Emotional eating; Toronto Alexithymia Scale; Mediation; Moderation; Emotional intelligence; Clinical psychology; Barratt Impulsiveness Scale; Developmental psychology; Eating behavior; Obesity; Medicine; Social psychology","authors":[{"name":"Pulwasha Anwar","is_ca":false},{"name":"A Snehalatha Rani","is_ca":false},{"name":"Hadeeqa Anmol","is_ca":false},{"name":"A. Ijaz","is_ca":false},{"name":"Sayeda Iqra Geelani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01531981634977099,"gpt":0.2857548333464611,"spread":0.2704350169966901,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007754734,0.0003004235,0.0002658508,0.0004735798,0.0003357497,0.0008337982,0.0002276512,0.0001968934,0.001968618],"category_scores_gemma":[0.002765733,0.0002005631,0.0005163705,0.0003782439,0.000538347,0.0003158157,0.0005631628,0.0006642134,0.00005498404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003385896,"about_ca_system_score_gemma":0.0008713158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003641714,"about_ca_topic_score_gemma":0.005414966,"domain_scores_codex":[0.9995086,0.0002098224,0.00004179011,0.00006962285,0.00009330874,0.00007681336],"domain_scores_gemma":[0.9980578,0.0007901187,0.0007048359,0.00008812708,0.0001239733,0.0002351434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001557276,0.0001987113,0.9802819,0.00008204069,0.0002770672,0.0001825782,0.0008423843,0.00009279847,0.001227422,0.000299436,0.00007436221,0.01628547],"study_design_scores_gemma":[0.000006539291,0.00009028884,0.9984673,0.00003344344,0.00009371129,0.000164914,0.0003921987,0.000249852,0.0001679058,0.0002165875,0.000114041,0.000003245286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982962,0.0003370634,0.0002659486,0.0001468093,0.000006925881,0.00001479347,0.00002480842,0.000004206836,0.0009032707],"genre_scores_gemma":[0.9994314,0.0001612789,0.0002568979,0.00001811355,0.000004962189,0.000007119663,0.00002068305,7.350925e-7,0.00009869503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003641714,"threshold_uncertainty_score":0.00724107,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409871030","doi":"10.71000/2gcaga97","title":"TOXICOLOGICAL AND PUBLIC HEALTH CONSEQUENCES OF ILLICIT DRUG USE IN URBAN POPULATIONS","year":2025,"lang":"en","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Illicit drug; Drug; Public health; Environmental health; Environmental planning; Business; Medicine; Geography; Pharmacology","authors":[{"name":"Khan Bilal Akbar Hayat Khan Niazi","is_ca":false},{"name":"Khizra Mussadiq","is_ca":false},{"name":"Sidra Ashraf","is_ca":false},{"name":"Arshad Majid","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1352093815863408,"gpt":0.3754766074045087,"spread":0.240267225818168,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009186616,0.000655497,0.002326541,0.007062528,0.000516961,0.002271274,0.0009079778,0.001166075,0.001642092],"category_scores_gemma":[0.04197154,0.0005101342,0.003048852,0.007417805,0.001180506,0.001432964,0.001332417,0.0007837102,0.0001140323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002391963,"about_ca_system_score_gemma":0.008788931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115614,"about_ca_topic_score_gemma":0.0219074,"domain_scores_codex":[0.9902097,0.004234765,0.002949183,0.0006688177,0.001714377,0.0002231899],"domain_scores_gemma":[0.943433,0.0408769,0.01163555,0.0006875822,0.00310033,0.0002666924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0002562298,0.00005886196,0.0267944,0.8512952,0.01222078,0.000338199,0.001100298,0.0003775503,0.0002393631,0.001505813,0.0023723,0.103441],"study_design_scores_gemma":[0.0001633162,0.0004666722,0.08454344,0.837241,0.0368854,0.001587596,0.003163931,0.0002670009,0.000585972,0.00264613,0.03235325,0.00009631548],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0117803,0.9847952,0.0002765811,0.0008698003,0.0001213291,0.0001821695,0.001002439,0.000006660009,0.0009655793],"genre_scores_gemma":[0.125267,0.871459,0.001077269,0.00103734,0.0001569061,0.0003283497,0.0005391689,0.000005028447,0.0001298392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01115614,"threshold_uncertainty_score":0.04858404,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415774836","doi":"10.71000/yt67zy08","title":"ROLE OF AI IN PREDICTING CARDIOVASCULAR RISK USING ROUTINE DENTAL IMAGING: A SYSTEMATIC REVIEW","year":2025,"lang":"","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Dental Radiography and Imaging","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Systematic review; MEDLINE; Risk assessment; Prospective cohort study; Subclinical infection; Disease; Coronary artery disease; Cochrane Library; Predictive value of tests","authors":[{"name":"Rabaa M. H. Ali","is_ca":false},{"name":"Muhammad Asif","is_ca":false},{"name":"Rimal Rashid","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01616549173604048,"gpt":0.2970086077444364,"spread":0.2808431160083959,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01443916,0.002249368,0.009805548,0.00752043,0.0005474102,0.003430255,0.002558631,0.00233977,0.003814209],"category_scores_gemma":[0.07937247,0.001285039,0.01672943,0.006975445,0.0008584951,0.002381225,0.001415495,0.001554931,0.0003849964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002684954,"about_ca_system_score_gemma":0.008726369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009674679,"about_ca_topic_score_gemma":0.02196378,"domain_scores_codex":[0.9894997,0.004274952,0.003460475,0.0009464666,0.00161103,0.0002071709],"domain_scores_gemma":[0.9301546,0.05878445,0.006635961,0.000876964,0.003272664,0.0002754653],"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":[0.0003173775,0.00002064694,0.00228206,0.9275841,0.03651499,0.00004649675,0.0001001348,0.0002727046,0.00005393872,0.0001639795,0.0008183155,0.03182542],"study_design_scores_gemma":[0.0003940923,0.0002287145,0.006460272,0.712967,0.2712319,0.0002004569,0.0001376633,0.0004840579,0.0001302176,0.0005030728,0.00719748,0.00006511745],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001071362,0.9975156,0.0003371032,0.0002028591,0.00007229255,0.0002400435,0.0003851235,0.00001382896,0.000161819],"genre_scores_gemma":[0.03276889,0.9637498,0.001487079,0.0005513876,0.000136909,0.000783199,0.0004204815,0.00001226488,0.00009002078],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01443916,"threshold_uncertainty_score":0.07636243,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410915438","doi":"10.71000/jzjkeh27","title":"A SYSTEMATIC REVIEW OF ENVIRONMENTAL TOXINS AND HORMONAL IMBALANCE","year":2025,"lang":"en","type":"review","venue":"Insights-Journal of Life and Social Sciences","topic":"Effects and risks of endocrine disrupting chemicals","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Hormone; Computational biology; Biology; Environmental science; Endocrinology","authors":[{"name":"Mohammed Abid","is_ca":false},{"name":"Abdullah Saeed","is_ca":false},{"name":"Hafsa Javed","is_ca":false},{"name":"Muhammad Mustafa","is_ca":false},{"name":"Ghania Haider Zaidi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01876980591070283,"gpt":0.3566050754710723,"spread":0.3378352695603695,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01028542,0.002179256,0.01007947,0.01304626,0.0008479778,0.003191604,0.002296192,0.002406839,0.006479846],"category_scores_gemma":[0.04333985,0.001094652,0.01001024,0.01394993,0.0009242839,0.002510133,0.00185826,0.001254842,0.0004587568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004289302,"about_ca_system_score_gemma":0.0162855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009099198,"about_ca_topic_score_gemma":0.0231861,"domain_scores_codex":[0.988113,0.004273443,0.004463307,0.0008753122,0.001935192,0.0003397816],"domain_scores_gemma":[0.9728968,0.01887748,0.004975932,0.0004423187,0.002557068,0.0002503458],"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":[0.0001106542,0.00000887967,0.0006122387,0.9727903,0.00941199,0.0001138637,0.0001130487,0.00009396712,0.00009660983,0.000193259,0.001036276,0.01541893],"study_design_scores_gemma":[0.0001846274,0.0001360631,0.003069063,0.883595,0.09369341,0.0003654549,0.0001928475,0.00008671203,0.000140006,0.0004052839,0.0180979,0.00003362253],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009987953,0.9963799,0.0003101827,0.0003685014,0.0001833518,0.0005353868,0.0008065556,0.0000123419,0.0004050746],"genre_scores_gemma":[0.01271797,0.9838748,0.0009443471,0.0006719979,0.0001263589,0.001002682,0.0004677544,0.000007474341,0.0001866968],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01304626,"threshold_uncertainty_score":0.05439514,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414155891","doi":"10.71000/m75pqv38","title":"EVALUATING THE EFFICACY OF HORMONAL VERSUS NON-HORMONAL THERAPY IN MANAGING MENOPAUSAL SYMPTOMS AMONG MIDDLE AGED WOMEN","year":2025,"lang":"en","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Menopause: Health Impacts 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":"Alpha Technologies (Canada)","funders":"","keywords":"Vasomotor; Adverse effect; Randomized controlled trial; Quality of life (healthcare); Hormone therapy; Meta-analysis; Menopause; Systematic review; Cochrane Library","authors":[{"name":"Hafsa Hameed Thakur","is_ca":true},{"name":"Aya Eltom Hajo Elsheikh","is_ca":false},{"name":"Iram Saddiqa Aamir","is_ca":false},{"name":"Palwasha","is_ca":false},{"name":"Muhammad Tariq","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1207027834995108,"gpt":0.4067317807606995,"spread":0.2860289972611887,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01399504,0.001130537,0.008488754,0.003359355,0.0005008271,0.002472653,0.001237963,0.002131463,0.0029949],"category_scores_gemma":[0.04233576,0.0007160447,0.01072867,0.002841958,0.0008456889,0.001436126,0.0007738103,0.001282556,0.0001679742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002140606,"about_ca_system_score_gemma":0.004925078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00372869,"about_ca_topic_score_gemma":0.009168679,"domain_scores_codex":[0.9899105,0.005026333,0.003207149,0.0005991943,0.001093791,0.0001628858],"domain_scores_gemma":[0.9676422,0.02521793,0.005201745,0.0003140283,0.001331991,0.0002920596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.004666651,0.000126919,0.002076911,0.8724341,0.0639912,0.00007890522,0.0001898236,0.0001632989,0.0004243184,0.0002363966,0.0004724112,0.05513909],"study_design_scores_gemma":[0.008812088,0.00506746,0.0139645,0.5085943,0.4518877,0.0003482183,0.0004390744,0.0003205953,0.0008362278,0.000718325,0.008939507,0.00007202549],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00586304,0.9926427,0.0001381162,0.0002852374,0.0001713769,0.000407655,0.0001392222,0.000005320998,0.0003474255],"genre_scores_gemma":[0.1510005,0.8437985,0.001954738,0.001186418,0.000365311,0.001264961,0.0002382896,0.000008095216,0.0001832359],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01399504,"threshold_uncertainty_score":0.07401371,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409993067","doi":"10.71000/4dcsde46","title":"FORENSIC TOXICOLOGY AND PUBLIC HEALTH IMPLICATIONS OF SUBSTANCE ABUSE – A SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"review","venue":"Insights-Journal of Life and Social Sciences","topic":"Immunotoxicology and immune responses","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Forensic toxicology; Substance abuse; Public health; Drugs of abuse; Environmental health; Medicine; Psychology; Psychiatry; Drug; Chemistry; Pathology","authors":[{"name":"Akif Saeed","is_ca":false},{"name":"Waqas Mahmood","is_ca":false},{"name":"Qasim Zia","is_ca":false},{"name":"Saleem Ahmad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08839972513840298,"gpt":0.3678037038385933,"spread":0.2794039787001903,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009333761,0.001319531,0.005558954,0.01141056,0.0008536559,0.003241808,0.001946378,0.002226501,0.004285733],"category_scores_gemma":[0.04926873,0.0009916684,0.006754558,0.01113869,0.001108127,0.002810596,0.00185153,0.001301409,0.000322821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003792673,"about_ca_system_score_gemma":0.01888443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009588101,"about_ca_topic_score_gemma":0.02257416,"domain_scores_codex":[0.990495,0.003515668,0.003027006,0.0006271913,0.002068496,0.0002667336],"domain_scores_gemma":[0.9497654,0.03911586,0.006581853,0.0006583309,0.003487132,0.0003914135],"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":[0.00007781457,0.00001491004,0.001053129,0.9509888,0.004014883,0.0001379442,0.0002150797,0.00008533488,0.00006641674,0.0003314241,0.001906497,0.04110777],"study_design_scores_gemma":[0.00005540954,0.00007843503,0.003379662,0.9566309,0.02138614,0.0004915389,0.0003008177,0.00006759737,0.00007300032,0.0003803536,0.01713192,0.00002420964],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005290613,0.9983556,0.000113179,0.0003211008,0.00008105146,0.0001611666,0.0002002421,0.00000469505,0.000233932],"genre_scores_gemma":[0.007758921,0.9910495,0.0003365905,0.000346769,0.00007035505,0.0002497202,0.0001306933,0.000002884386,0.00005448316],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01141056,"threshold_uncertainty_score":0.04936224,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410066107","doi":"10.71000/9143vt07","title":"NUTRITIONAL INTERVENTIONS FOR ENDOCRINE DISORDER MANAGEMENT: A SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"review","venue":"Insights-Journal of Life and Social Sciences","topic":"Diet and metabolism studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Endocrine system; Psychological intervention; Medicine; Systematic review; Intensive care medicine; MEDLINE; Endocrinology; Psychiatry; Hormone; Chemistry; Biochemistry","authors":[{"name":"Fizza Tun Nisa","is_ca":false},{"name":"Niha Nadeem","is_ca":false},{"name":"Saqib Mahmood","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1213078477989238,"gpt":0.4344939229204035,"spread":0.3131860751214797,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00958855,0.001759093,0.009460974,0.007786992,0.0007060287,0.00285695,0.002046328,0.002227259,0.006674667],"category_scores_gemma":[0.03698554,0.0009105193,0.00871662,0.00709911,0.0008134018,0.00201574,0.001529146,0.001510896,0.0003644408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004650446,"about_ca_system_score_gemma":0.01319132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007976603,"about_ca_topic_score_gemma":0.02127901,"domain_scores_codex":[0.9925504,0.003336987,0.002149015,0.000445016,0.001260514,0.0002580674],"domain_scores_gemma":[0.9809465,0.01401007,0.003149053,0.0002277449,0.001423501,0.0002431497],"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":[0.0001764698,0.00001738312,0.0002256145,0.9689577,0.005367734,0.00004979752,0.0001024837,0.00007637313,0.00006967195,0.0001280564,0.0007469315,0.02408184],"study_design_scores_gemma":[0.000444874,0.0001781523,0.001564718,0.9392175,0.04820329,0.00016325,0.0001572843,0.00009606387,0.00009936938,0.0002380299,0.009613086,0.00002437091],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000783318,0.9973148,0.0001766925,0.0002954072,0.0001187787,0.0007663365,0.0002691666,0.00001156596,0.0002638874],"genre_scores_gemma":[0.0136108,0.9828014,0.001030531,0.0006151545,0.00008659834,0.001533491,0.0001779525,0.00000525159,0.0001388395],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00958855,"threshold_uncertainty_score":0.05070972,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413397320","doi":"10.71000/t761gz19","title":"APPLICATION OF ARTIFICIAL INTELLIGENCE IN DETECTING MUSCULOSKELETAL ABNORMALITIES THROUGH AUTOMATED RADIOGRAPHIC IMAGE ANALYSIS: SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Artificial intelligence; Radiography; Computer science; Computer vision; Psychology; Medicine; Pattern recognition (psychology); Radiology","authors":[{"name":"Summan Mughal","is_ca":false},{"name":"Muhammad Babur","is_ca":false},{"name":"Zuhaib shahid","is_ca":false},{"name":"Muhammad Munhib Shehzad","is_ca":false},{"name":"Rao Rubina","is_ca":false},{"name":"Usman Akram","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0167506732928068,"gpt":0.3119773188375003,"spread":0.2952266455446935,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01680569,0.001602446,0.007382841,0.008743024,0.0005434228,0.003412584,0.002470607,0.002067649,0.002650981],"category_scores_gemma":[0.09132384,0.001073053,0.01051395,0.008384369,0.001125265,0.002527815,0.001355843,0.001174268,0.0002598052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003230906,"about_ca_system_score_gemma":0.009624789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00637637,"about_ca_topic_score_gemma":0.0157538,"domain_scores_codex":[0.9855446,0.006131831,0.004496056,0.000916926,0.002681962,0.0002285715],"domain_scores_gemma":[0.900028,0.08182917,0.01150537,0.001353276,0.004963165,0.0003209128],"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":[0.0001881358,0.000020681,0.001404993,0.932634,0.018086,0.00004990887,0.0001193373,0.0002264836,0.00007057367,0.0001466282,0.0008065921,0.04624665],"study_design_scores_gemma":[0.0003019904,0.0003188113,0.005694626,0.8453817,0.1382871,0.0003109491,0.0002080959,0.0004827851,0.0002244682,0.000518013,0.008209429,0.00006206729],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00120205,0.9973612,0.0004048671,0.0002262569,0.00007224001,0.0003765944,0.0001705375,0.00001412375,0.0001721227],"genre_scores_gemma":[0.03186421,0.963856,0.002447583,0.000578725,0.0001348054,0.0008289277,0.0002040502,0.000008681861,0.00007712376],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01680569,"threshold_uncertainty_score":0.08887804,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410205581","doi":"10.71000/zfkrde33","title":"THE EFFECT OF MEDICINAL PLANTS (COMMIPHORA GILEADENSIS, ACACIA TORTILIS, AND ACACIA EHRENBERGIANA) NATURALLY GROWING IN NAJRAN REGION, SAUDI ARABIA AND THEIR THERAPEUTIC AND APPLICATIONS POTENTIAL: A SYSTEMATIC REVIEW.","year":2025,"lang":"en","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Pharmacological Effects of Medicinal Plants","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Acacia; Traditional medicine; Agroforestry; Biology; Botany; Medicine","authors":[{"name":"Hussain Ali Alyami","is_ca":false},{"name":"Abdelalim Abusabha","is_ca":false},{"name":"Ibraheam A.M Tarawneh","is_ca":false},{"name":"Huda Al Inkis","is_ca":false},{"name":"Malath Al -Mahri","is_ca":false},{"name":"Mzon Al-Nemrah","is_ca":false},{"name":"Ghina Al-Atef","is_ca":false},{"name":"Fatimah Al-Nemrah","is_ca":false},{"name":"Wujud Ali Al Masad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01913869770225864,"gpt":0.3225170134113881,"spread":0.3033783157091295,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005420706,0.001331018,0.006438734,0.007705689,0.0007627644,0.002251315,0.001436184,0.001943513,0.003003495],"category_scores_gemma":[0.01889572,0.0007467364,0.006250828,0.007844973,0.0008159633,0.001807275,0.001143719,0.0007781817,0.0002056932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002719627,"about_ca_system_score_gemma":0.01098663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00842672,"about_ca_topic_score_gemma":0.03001962,"domain_scores_codex":[0.9962353,0.001105682,0.00152431,0.0003157266,0.00068769,0.0001313169],"domain_scores_gemma":[0.9845862,0.0104089,0.003040231,0.0001924853,0.001576196,0.0001959131],"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":[0.0002177736,0.00001849441,0.0008823868,0.9739894,0.007020802,0.00009459973,0.0001619889,0.00005018574,0.0002048173,0.00009738517,0.0004489054,0.01681339],"study_design_scores_gemma":[0.0004591087,0.0007108509,0.01044821,0.7933191,0.1723867,0.0007108488,0.0008887789,0.00013517,0.0005239747,0.0003504813,0.02000923,0.00005762877],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002959622,0.9956873,0.0001098551,0.0001619844,0.00006805445,0.0003611545,0.0003920598,0.000005060684,0.000254889],"genre_scores_gemma":[0.03510376,0.962574,0.0007262265,0.0004571798,0.00005666013,0.000647755,0.0002741799,0.00000356892,0.0001567066],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00842672,"threshold_uncertainty_score":0.02866775,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7081912763","doi":"10.71000/mz9v5t64","title":"SYSTEMATIC REVIEW OF AI-POWERED DECISION SUPPORT TOOLS IN OBSTETRIC EMERGENCY CARE","year":2025,"lang":"en","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Triage; Workflow; Systematic review; Decision support system; MEDLINE; Inclusion (mineral); Clinical decision support system; Concordance; Health care","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03535938118514313,"gpt":0.3153850671662055,"spread":0.2800256859810623,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02596195,0.002085774,0.008836227,0.01259762,0.001014433,0.004350413,0.003074095,0.002610391,0.006281491],"category_scores_gemma":[0.1256859,0.00126245,0.009250049,0.01301642,0.001424561,0.003518973,0.002393177,0.001969586,0.0004883352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006859069,"about_ca_system_score_gemma":0.02540566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008888991,"about_ca_topic_score_gemma":0.02250497,"domain_scores_codex":[0.9662827,0.0173623,0.009960357,0.001293165,0.0046325,0.0004690399],"domain_scores_gemma":[0.8888389,0.09342232,0.01038236,0.00126214,0.005498159,0.0005959945],"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":[0.0001430848,0.0000133306,0.0001981045,0.9696386,0.00413811,0.00004183727,0.0001796015,0.0001077325,0.00004414672,0.0002236167,0.0007132493,0.02455864],"study_design_scores_gemma":[0.0002578552,0.0001502177,0.0008829234,0.9611476,0.02680069,0.0001050001,0.000202573,0.0001095199,0.0001053082,0.0003266401,0.00988238,0.00002935206],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001085968,0.9951652,0.0005353604,0.0003850216,0.000182069,0.001491848,0.0005101704,0.0000201712,0.0006241309],"genre_scores_gemma":[0.02172988,0.9699802,0.003369138,0.0008014418,0.0001258719,0.003382524,0.0004174047,0.00001424958,0.000179311],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02596195,"threshold_uncertainty_score":0.1373016,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7128210265","doi":"10.71000/jnjts784","title":"EFFECTIVENESS OF IRON SUPPLEMENTATION STRATEGIES FOR MANAGING ANEMIA IN ADOLESCENTSA Systematic Review","year":2025,"lang":"","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Iron Metabolism and Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Anemia; Systematic review; Iron deficiency; Cochrane Library; Food fortification; Meta-analysis; Ferritin; Randomized controlled trial; Iron-deficiency anemia; Iron supplementation","authors":[{"name":"Amina Javid Qaiser","is_ca":false},{"name":"Muhammad Ahsan Nawaz","is_ca":false},{"name":"Saeed Ahmad","is_ca":false},{"name":"Hamza Nawaz","is_ca":false},{"name":"Alize Shahbaz","is_ca":false},{"name":"Ghulam Abbas","is_ca":false},{"name":"Muhammad Naeem","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0246491535861774,"gpt":0.3512218551490979,"spread":0.3265727015629205,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006016891,0.001358857,0.008548263,0.005480834,0.0006150919,0.002010088,0.001597856,0.00169111,0.004567869],"category_scores_gemma":[0.02662564,0.000885864,0.01049655,0.004262985,0.0005978901,0.00134897,0.001069849,0.001274153,0.0002160182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003272337,"about_ca_system_score_gemma":0.008536736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007996289,"about_ca_topic_score_gemma":0.02097349,"domain_scores_codex":[0.9950287,0.002057724,0.001562973,0.0003348132,0.0008683631,0.0001474296],"domain_scores_gemma":[0.9863701,0.009827156,0.002480033,0.0001556779,0.0009488862,0.0002181094],"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":[0.0005928629,0.00003968409,0.0005191024,0.9452954,0.01435209,0.00005337756,0.0001170685,0.00009584487,0.0001011149,0.0001080939,0.0006977832,0.03802753],"study_design_scores_gemma":[0.001384709,0.000671509,0.004126725,0.8434327,0.1382183,0.0002596652,0.0002510297,0.000175204,0.0002707794,0.0001874597,0.01098301,0.00003883852],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002339285,0.9960355,0.0001085747,0.0001735191,0.00009584517,0.0005933817,0.0003047789,0.00001219483,0.0003370167],"genre_scores_gemma":[0.03287044,0.9640888,0.00102903,0.0004490337,0.00008123823,0.001086482,0.0002421671,0.000006464081,0.0001463669],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008548263,"threshold_uncertainty_score":0.03182077,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410259616","doi":"10.71000/89m8sy91","title":"SYSTEMATIC REVIEW OF THE INCIDENCE OF TRANSFUSION-TRANSMITTED INFECTIONS IN THALASSEMIA PATIENTS RECEIVING MULTIPLE BLOOD TRANSFUSIONS","year":2025,"lang":"en","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Hemoglobinopathies and Related Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Thalassemia; Medicine; Incidence (geometry); Blood transfusion; Intensive care medicine; Pediatrics; Immunology; Internal medicine","authors":[{"name":"Rafia Anwer","is_ca":false},{"name":"Hafiz Muhammad Siddiq","is_ca":false},{"name":"Safdar Ali","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00994478645816153,"gpt":0.2665317490404758,"spread":0.2565869625823143,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006867699,0.001362122,0.008129886,0.0149907,0.0007431553,0.00258043,0.001817733,0.00163056,0.00397657],"category_scores_gemma":[0.03547742,0.001040947,0.007907908,0.01708349,0.0008901385,0.002031808,0.001539767,0.0009349894,0.000271128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003688277,"about_ca_system_score_gemma":0.01351112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01338137,"about_ca_topic_score_gemma":0.03091624,"domain_scores_codex":[0.9906302,0.002649124,0.004305053,0.0006840806,0.001466033,0.0002655782],"domain_scores_gemma":[0.9715226,0.01855496,0.006227829,0.0003838161,0.003035529,0.0002753714],"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":[0.0001047222,0.000008302743,0.001435237,0.9735859,0.00810285,0.0001151737,0.0002313383,0.00006686476,0.000111164,0.000112244,0.00105535,0.01507077],"study_design_scores_gemma":[0.0001394593,0.0001588699,0.006217703,0.9141455,0.06711949,0.0004361206,0.0003602663,0.00006111979,0.0001378412,0.0001549585,0.01103964,0.00002897418],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002908656,0.9943801,0.0001568463,0.0002705261,0.0001227552,0.0004359428,0.001236312,0.00001181377,0.0004770764],"genre_scores_gemma":[0.02594628,0.9713053,0.000769613,0.0004722353,0.00007186311,0.0007486162,0.0005385937,0.000007143737,0.0001404459],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0149907,"threshold_uncertainty_score":0.03632027,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415747624","doi":"10.71000/nchzny06","title":"EXPLORING THE ROLE OF EVIDENCE-BASED NURSING PRACTICES IN ENHANCING POSTOPERATIVE RECOVERY AND PATIENT SAFETY: A SYSTEMATIC REVIEW","year":2025,"lang":"","type":"article","venue":"Insights-Journal of Life and Social Sciences","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"CINAHL; Observational study; Psychological intervention; Systematic review; MEDLINE; Randomized controlled trial; Patient safety; Nursing Interventions Classification","authors":[{"name":"Sadia Yaqoob","is_ca":false},{"name":"Komal Rohail","is_ca":false},{"name":"Zarina Naz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1468749019912939,"gpt":0.3602843709913667,"spread":0.2134094690000728,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04253997,0.001909849,0.009302372,0.01612108,0.001102039,0.005845949,0.002909114,0.003026789,0.003444355],"category_scores_gemma":[0.1647302,0.001618943,0.01039389,0.01436989,0.001711714,0.005736093,0.002878779,0.002137239,0.0002785462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007529404,"about_ca_system_score_gemma":0.03128681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008499464,"about_ca_topic_score_gemma":0.02596227,"domain_scores_codex":[0.9587363,0.01940711,0.01340417,0.001588821,0.006253993,0.000609648],"domain_scores_gemma":[0.8492734,0.1159147,0.0210998,0.001764487,0.0108623,0.001085383],"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":[0.0001376803,0.00002458752,0.0008316097,0.9495498,0.008211165,0.00005818879,0.0003934119,0.0001068321,0.00007326481,0.0003637795,0.0005890006,0.03966068],"study_design_scores_gemma":[0.0001294573,0.00009542175,0.00145549,0.9608648,0.03139575,0.00009108238,0.0002671121,0.00008763026,0.00008585579,0.0002825423,0.00522297,0.00002189507],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001127894,0.9964976,0.0003677627,0.0006285571,0.0001537442,0.0007607786,0.0001457923,0.000008263407,0.0003097109],"genre_scores_gemma":[0.02396127,0.9705051,0.002649951,0.0008074936,0.000118625,0.001741597,0.0001283442,0.00000664266,0.00008101343],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04253997,"threshold_uncertainty_score":0.2249755,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}