{"id":"W4405510080","doi":"10.1701/4392.43928","title":"Il ruolo della Real World Evidence nella fase pre-marketing dei farmaci: le esperienze e le prospettive future di Fondazione ReS nel delineare i confini delle Target Population","year":2024,"lang":"it","type":"article","venue":"Recenti Progressi in Medicina","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006245038,0.0009238115,0.0009235868,0.0004254731,0.0009131689,0.0003743742,0.0007429654,0.0005003187,0.001591563],"category_scores_gemma":[0.00114673,0.0009048766,0.0002194569,0.001933172,0.001009059,0.001377918,0.0006981431,0.002096691,0.0003358134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001632275,"about_ca_system_score_gemma":0.0006024653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004756144,"about_ca_topic_score_gemma":0.001499631,"domain_scores_codex":[0.9897598,0.002149699,0.00181386,0.002597784,0.001834035,0.001844825],"domain_scores_gemma":[0.9966229,0.001030007,0.0006457386,0.0008888333,0.00008534049,0.0007271373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009868941,0.0007539681,0.4946316,0.001766025,0.0001281213,0.001052739,0.01249059,0.001935839,0.003272858,0.0002411824,0.002674414,0.4800658],"study_design_scores_gemma":[0.003929201,0.0007411739,0.5970869,0.02425824,0.0003580506,0.000130669,0.0145532,0.1710556,0.005828583,0.0006227155,0.1787008,0.002734872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335674,0.04086779,0.001819407,0.01080025,0.002471891,0.004817782,0.0001614182,0.0003451039,0.00514895],"genre_scores_gemma":[0.9711152,0.02057432,0.003540237,0.0004611908,0.001119354,0.0003377164,0.0002681118,0.000181439,0.002402373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.477331,"threshold_uncertainty_score":0.9993402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184844522906936,"score_gpt":0.3143820674586628,"score_spread":0.2925336222295934,"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."}}