{"id":"W3120953870","doi":"10.2760/28916","title":"The METIS model review","year":2020,"lang":"en","type":"article","venue":"Joint Research Centre (European Commission)","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metis; Computer science; World Wide Web","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":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.04778221,0.0002167025,0.0007906095,0.0001311351,0.001005621,0.0002497923,0.00100328,0.00005594106,0.001492476],"category_scores_gemma":[0.0253365,0.0001857903,0.000226702,0.0004809191,0.0001711511,0.0003018116,0.0005718733,0.0008240721,0.02299555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000355752,"about_ca_system_score_gemma":0.0002186659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008547182,"about_ca_topic_score_gemma":0.00001339654,"domain_scores_codex":[0.9909637,0.003561344,0.003453282,0.0007268941,0.0004291759,0.0008656001],"domain_scores_gemma":[0.9953762,0.001473123,0.0009238197,0.001072269,0.0002572084,0.0008974191],"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":[0.000008625388,0.0000444142,0.0004251285,0.0007438058,0.00003000126,0.000007784522,0.0006914128,0.00006909328,0.000006889436,0.06974251,0.9265108,0.001719541],"study_design_scores_gemma":[0.0003128037,0.00004158654,0.001078684,0.0005893214,0.000003716543,0.000002634305,0.0003887247,0.02023824,0.000006796848,0.003544966,0.9735765,0.0002160204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00055192,0.03592543,0.001626711,0.7245799,0.0002093847,0.001365651,0.00008909102,0.0001201209,0.2355317],"genre_scores_gemma":[0.4138003,0.1646575,0.01252152,0.2947601,0.004938862,0.0002804192,0.0002417841,0.0007269282,0.1080726],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4298198,"threshold_uncertainty_score":0.9994203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7236482609106204,"score_gpt":0.501427169758076,"score_spread":0.2222210911525444,"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."}}