{"id":"W2993586226","doi":"10.23749/mdl.v110i5.8952","title":"Systematic Reviews in Occupational Health and Safety: where are we and where should we go?","year":2019,"lang":"en","type":"article","venue":"La Medicina del lavoro","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cochrane","funders":"","keywords":"Occupational health nursing; Medicine; Environmental health; Risk analysis (engineering); Nursing; Health promotion; Public health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00584682,0.0003009713,0.00124957,0.0002639719,0.0005727638,0.00001519224,0.0001982181,0.0003443088,0.000511124],"category_scores_gemma":[0.0007088131,0.0002238579,0.00005858567,0.000400993,0.0001132417,0.0001992801,0.0001693841,0.001258726,0.0005194155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003996389,"about_ca_system_score_gemma":0.001414342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007812014,"about_ca_topic_score_gemma":0.004043407,"domain_scores_codex":[0.9933875,0.00268544,0.001681073,0.000546248,0.0007717652,0.0009280137],"domain_scores_gemma":[0.9937935,0.004197332,0.0006042045,0.000470897,0.0001926483,0.0007413577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006606833,0.00009313381,0.6904764,0.2389538,0.00002567655,0.00001751269,0.004277393,0.000002779388,0.000003514679,0.004307112,0.04819763,0.01298433],"study_design_scores_gemma":[0.005705129,0.0006360699,0.4089178,0.1423248,0.00003259026,0.00004596607,0.01095763,0.002513154,1.53361e-7,0.001327816,0.4270096,0.0005292784],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.08086824,0.6396518,0.0007530146,0.2223291,0.002056607,0.03107639,0.0003528887,0.0002299451,0.02268206],"genre_scores_gemma":[0.445561,0.5172238,0.001222329,0.0140955,0.000975302,0.002230825,0.0002124984,0.0001502733,0.01832847],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.378812,"threshold_uncertainty_score":0.912866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1426250535260461,"score_gpt":0.4782793051314737,"score_spread":0.3356542516054276,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}