{"id":"W7107940592","doi":"10.5281/zenodo.17750143","title":"Report of the EUPHRESCO III stakeholders' consultations to develop a strategic research agenda","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"European Commission","keywords":"Government (linguistics); Strategic planning; Public policy; Public health; Health services research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07872512,0.0008188316,0.0007583752,0.00475524,0.005136365,0.01232269,0.001895912,0.00537556,0.02230654],"category_scores_gemma":[0.06681344,0.000933819,0.001017521,0.006778067,0.001399221,0.00402705,0.007868167,0.007376903,0.006686406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01780832,"about_ca_system_score_gemma":0.1000016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05138102,"about_ca_topic_score_gemma":0.04083892,"domain_scores_codex":[0.9525351,0.02054783,0.002840125,0.001302379,0.01643002,0.006344494],"domain_scores_gemma":[0.9397212,0.02156042,0.002878999,0.002325564,0.02513023,0.008383585],"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":[0.0004920155,0.0001322155,0.00165317,0.001456811,0.00003860318,0.00121746,0.01393177,0.0009996149,0.002388543,0.02854831,0.9097018,0.03943969],"study_design_scores_gemma":[0.00003344368,0.00002604346,0.001716673,0.0005189229,0.00000742286,0.00005041949,0.004584217,0.0001216002,0.0005405308,0.001286594,0.9910731,0.00004103632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03602203,0.00978989,0.01926534,0.3898826,0.03329628,0.01249914,0.1068125,0.001454911,0.3909773],"genre_scores_gemma":[0.2187497,0.01846644,0.07576282,0.1274147,0.005900712,0.03383494,0.1128323,0.002650385,0.404388],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07872512,"threshold_uncertainty_score":0.4163432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1627686403902135,"score_gpt":0.3554881148293763,"score_spread":0.1927194744391627,"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."}}