{"id":"W7031571237","doi":"","title":"","year":2021,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Occupational Health and Safety Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Information system; Identification (biology); Information technology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002660197,0.0009884319,0.002382235,0.001282255,0.001684158,0.000619348,0.006725066,0.000548242,0.2194621],"category_scores_gemma":[0.0007105395,0.00102657,0.0003247424,0.0009378272,0.0003110686,0.002093209,0.0078298,0.00136903,0.001553644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000817587,"about_ca_system_score_gemma":0.005131526,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03726042,"about_ca_topic_score_gemma":0.03366065,"domain_scores_codex":[0.9897858,0.00250708,0.003069232,0.001757264,0.001533436,0.001347182],"domain_scores_gemma":[0.9900172,0.001417424,0.004764163,0.002210612,0.0009684337,0.0006221796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00103555,0.0007870672,0.1488185,0.0132354,0.001259884,0.00005489437,0.0006759553,0.00002228057,0.00004113267,0.1557797,0.5347688,0.1435209],"study_design_scores_gemma":[0.002299256,0.00004672523,0.1615081,0.00413418,0.0001159294,6.210234e-7,0.0003751824,0.00002072973,0.00001278692,0.001031283,0.829678,0.0007771958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004810841,0.000597324,0.0006407042,0.001698066,0.004211739,0.01015799,0.00003948239,0.0003187532,0.9818549],"genre_scores_gemma":[0.003428205,0.001438783,0.002317685,0.005923822,0.0012421,0.003169288,0.006332207,0.001041792,0.9751061],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2949092,"threshold_uncertainty_score":0.9996155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2766276736981866,"score_gpt":0.5830619914708302,"score_spread":0.3064343177726435,"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."}}