{"meta":{"query_hash":"82f19c4b6f40","filters":{"venue":"Giornale italiano di medicina del lavoro ed ergonomia"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/82f19c4b6f40","api":"https://metacan.xera.ac/api/v1/cohort?venue=Giornale+italiano+di+medicina+del+lavoro+ed+ergonomia"},"results":[{"id":"W3096990305","doi":"10.4081/gimle.456","title":"Covid-19 emergency management activities promoted by an university hospital in Northern Italy","year":2020,"lang":"en","type":"article","venue":"Giornale italiano di medicina del lavoro ed ergonomia","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); University hospital; Medical emergency; Betacoronavirus; Pandemic; Medicine; Virology; Pathology; Outbreak","score_opus":0.018311878926521617,"score_gpt":0.26736715526603816,"score_spread":0.24905527633951655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3096990305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6797088,0.17531303,0.001187272,0.03852429,0.0015445655,0.00031929585,0.0034027838,0.00027183007,0.099728175],"genre_scores_gemma":[0.94922394,0.037465204,0.0011012453,0.0032099641,0.0010661108,0.000135407,0.001060715,0.000025416537,0.0067120306],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99863714,0.00062065554,0.00011188642,0.00013543035,0.00018781207,0.00030694748],"domain_scores_gemma":[0.99759954,0.00064436736,0.0006585233,0.00006487455,0.0003277813,0.0007049585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012807602,0.00023171956,0.00015123333,0.0012338896,0.0005486225,0.0010025086,0.00034483164,0.00040588534,0.0062425956],"category_scores_gemma":[0.0034021095,0.00011783018,0.00019773497,0.001343408,0.00050914485,0.00041101975,0.0008295741,0.00036571166,0.0008279458],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00074191974,0.0004411848,0.42351058,0.015735215,0.00017491539,0.009375593,0.022542266,0.0006839916,0.003385405,0.0032130827,0.10031486,0.41988108],"study_design_scores_gemma":[0.000036503403,0.00033938984,0.7419899,0.0047748396,0.00010578033,0.0048811072,0.01846628,0.00017241252,0.0007529384,0.00024898228,0.22818503,0.00004676191],"about_ca_topic_score_codex":0.0111033,"about_ca_topic_score_gemma":0.018050546,"teacher_disagreement_score":0.0111033,"about_ca_system_score_codex":0.0020984106,"about_ca_system_score_gemma":0.0041722767,"threshold_uncertainty_score":0.022077322},"labels":[],"label_agreement":null},{"id":"W4313857677","doi":"10.4081/gimle.572","title":"Communicating bad news: attitudes and modes of communication of the health professions","year":2022,"lang":"en","type":"article","venue":"Giornale italiano di medicina del lavoro ed ergonomia","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Douglas Mental Health University Institute","funders":"","keywords":"Health professions; Health communication; Occupational safety and health; Psychology; Environmental health; Business; Public relations; Medicine; Political science; Health care; Communication","score_opus":0.11379434570516196,"score_gpt":0.39255727792039435,"score_spread":0.2787629322152324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313857677","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9916128,0.001047493,0.00014126787,0.002560862,0.000055808327,0.000024107127,0.000054564473,0.0000072355047,0.0044958936],"genre_scores_gemma":[0.99861693,0.00041977668,0.00007508853,0.00036313402,0.000042045638,0.000016955051,0.000020427604,0.0000023054527,0.0004434554],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99588084,0.002304608,0.00021373054,0.0001757729,0.00097206596,0.00045299844],"domain_scores_gemma":[0.9755352,0.011940908,0.008253428,0.00037991776,0.0015671683,0.0023234054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004586193,0.0002349028,0.00022730458,0.0016759703,0.0012496528,0.0029448743,0.00040925678,0.0011680513,0.0038702695],"category_scores_gemma":[0.03005425,0.00023550849,0.00027461906,0.0007519005,0.0018689806,0.0019152372,0.0013610143,0.0013617967,0.0004943961],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017638184,0.00030904962,0.8771029,0.00016947083,0.000046248108,0.0003516618,0.09964991,0.000045892622,0.0003007184,0.00049567694,0.0017997451,0.019552322],"study_design_scores_gemma":[0.000024100971,0.00046603446,0.7781819,0.00044416977,0.000040184084,0.0013841845,0.21343829,0.00037587606,0.00013367744,0.0005672973,0.0048948056,0.00004945471],"about_ca_topic_score_codex":0.0049732383,"about_ca_topic_score_gemma":0.003514954,"teacher_disagreement_score":0.0049732383,"about_ca_system_score_codex":0.0012176492,"about_ca_system_score_gemma":0.0011445578,"threshold_uncertainty_score":0.024254382},"labels":[],"label_agreement":null},{"id":"W4407751179","doi":"10.4081/gimle.439","title":"EFFECTS OF IMPLEMENTING STANDARDIZED ORGANIZATIONAL INTERVENTIONS ON DRUG THERAPY MANAGEMENT: A QUASI-EXPERIMENTAL STUDY","year":2025,"lang":"en","type":"article","venue":"Giornale italiano di medicina del lavoro ed ergonomia","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Psychological intervention; Drug; Medicine; Pharmacotherapy; Intensive care medicine; Physical therapy; Pharmacology; Nursing","score_opus":0.025247324765778678,"score_gpt":0.3935741050520045,"score_spread":0.36832678028622584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407751179","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96436435,0.00033645704,0.001638046,0.00021814383,0.0001891482,0.031781893,0.00024975228,0.000035632882,0.0011866487],"genre_scores_gemma":[0.85019696,0.00063196867,0.021964604,0.00072182145,0.00044645587,0.12374153,0.0002867483,0.000018477902,0.0019913733],"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","domain_scores_codex":[0.9830751,0.010716437,0.0015147266,0.001766526,0.0017915575,0.0011358104],"domain_scores_gemma":[0.97295433,0.016007882,0.0052166716,0.0026507466,0.0013791596,0.0017911919],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014909886,0.0013566738,0.0020588348,0.0011801854,0.0015785234,0.0011984172,0.0017274027,0.0019251653,0.0077164522],"category_scores_gemma":[0.021828506,0.0012556543,0.0014578294,0.00066250516,0.0023273206,0.0013473141,0.0014471993,0.0017724903,0.00067255535],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.06745217,0.8330003,0.011337129,0.004566404,0.000748136,0.00018542599,0.0054507656,0.0010492066,0.0051764795,0.001315906,0.0010554494,0.06866258],"study_design_scores_gemma":[0.07491382,0.87491465,0.037232533,0.0005634708,0.00076745683,0.000047740425,0.0018397976,0.0014466251,0.0028914378,0.00097183936,0.004301727,0.00010890895],"about_ca_topic_score_codex":0.0014387723,"about_ca_topic_score_gemma":0.0018762676,"teacher_disagreement_score":0.014909886,"about_ca_system_score_codex":0.0017896873,"about_ca_system_score_gemma":0.005828168,"threshold_uncertainty_score":0.07885194},"labels":[],"label_agreement":null},{"id":"W4407963147","doi":"10.4081/gimle.571","title":"[Remote functional assessment after anterior cruciate ligament reconstruction in amateur sportsmen with sedentary work]","year":2022,"lang":"en","type":"article","venue":"Giornale italiano di medicina del lavoro ed ergonomia","topic":"Knee injuries and reconstruction techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Amateur; Anterior cruciate ligament; Medicine; Anterior cruciate ligament reconstruction; Physical medicine and rehabilitation; Physical therapy; Surgery; Geography","score_opus":0.006423470964015966,"score_gpt":0.2315727744263456,"score_spread":0.22514930346232964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407963147","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99916184,0.00026305957,0.00006877833,0.00003007002,0.0000091176325,0.000024485182,0.00006284194,0.0000037958687,0.00037598534],"genre_scores_gemma":[0.99894017,0.0001730424,0.00014608643,0.00005606186,0.000017148492,0.000035860434,0.0001702797,0.0000011669596,0.00046008287],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9998124,0.00006653385,0.0000174725,0.000026530362,0.00003190853,0.000045056644],"domain_scores_gemma":[0.99975294,0.000026925281,0.000059470607,0.000009339374,0.000054173655,0.00009711593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045564066,0.00038691488,0.00032027505,0.0006084762,0.0004614081,0.00022520732,0.00024046672,0.00041400027,0.0020973145],"category_scores_gemma":[0.00070715835,0.00011548068,0.00036551544,0.00025687,0.0001921084,0.00016534506,0.00036629944,0.00024762968,0.00047804153],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013923597,0.0015149667,0.95499396,0.0001424555,0.000101427104,0.0011977997,0.0005784351,0.00012389114,0.004855039,0.000013047697,0.0005483888,0.03453815],"study_design_scores_gemma":[0.00004223081,0.0034725415,0.9942114,0.000018433797,0.000024636984,0.001160232,0.000321656,0.00013054397,0.00027371163,0.000012733404,0.00032572605,0.0000061539263],"about_ca_topic_score_codex":0.0018475973,"about_ca_topic_score_gemma":0.0028575638,"teacher_disagreement_score":0.0020973145,"about_ca_system_score_codex":0.0001141078,"about_ca_system_score_gemma":0.00019644546,"threshold_uncertainty_score":0.007016182},"labels":[],"label_agreement":null},{"id":"W4414342005","doi":"10.4081/gimle.734","title":"ICE guidelines for assessing the residual functionality of workers to be reintegrated into the work process in an appropriate manner","year":2024,"lang":"en","type":"article","venue":"Giornale italiano di medicina del lavoro ed ergonomia","topic":"Quality and Management Systems","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Meaning (existential); Term (time); Process (computing); Work (physics); The Renaissance; Object (grammar)","score_opus":0.07270196964835826,"score_gpt":0.3464008659022363,"score_spread":0.273698896253878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414342005","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01801574,0.014435724,0.16228929,0.019085186,0.0051839543,0.014559857,0.05171717,0.0042212345,0.71049184],"genre_scores_gemma":[0.074886456,0.016036345,0.5771893,0.009214033,0.00064712536,0.045646213,0.039172806,0.0027160733,0.23449163],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9719938,0.0087475795,0.0051540486,0.0016349794,0.010766995,0.0017025125],"domain_scores_gemma":[0.95424324,0.012456737,0.0034447003,0.0036368784,0.024736116,0.0014823803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0251919,0.0017883001,0.0013063288,0.008970749,0.0035908942,0.0074819336,0.0054306947,0.003933871,0.07621452],"category_scores_gemma":[0.053361967,0.0010574039,0.002568365,0.006441525,0.0033869883,0.005101016,0.0058648326,0.003257386,0.043211665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029203692,0.00041505092,0.013145519,0.0036414089,0.00005475768,0.00034914396,0.0087814545,0.0008167243,0.0029966612,0.059824288,0.5210535,0.3886295],"study_design_scores_gemma":[0.000030372043,0.00015626891,0.017979678,0.004207644,0.00004024847,0.00032150128,0.007912031,0.00037821732,0.001716446,0.013706768,0.95347446,0.00007640702],"about_ca_topic_score_codex":0.031195045,"about_ca_topic_score_gemma":0.058461946,"teacher_disagreement_score":0.07621452,"about_ca_system_score_codex":0.007464224,"about_ca_system_score_gemma":0.020906571,"threshold_uncertainty_score":0.25496298},"labels":[],"label_agreement":null}]}