{"id":"W7111724818","doi":"","title":"Europe’s leadership in life sciences needs strong frameworks and partnerships","year":2022,"lang":"en","type":"article","venue":"PhilPapers (PhilPapers Foundation)","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Public life; General partnership; Government (linguistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05026872,0.001118656,0.001848538,0.001778775,0.007942197,0.02413338,0.002511885,0.02170674,0.02015772],"category_scores_gemma":[0.04324235,0.0007228533,0.001887783,0.001883266,0.007588175,0.01398935,0.01757299,0.02714988,0.00726098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005940343,"about_ca_system_score_gemma":0.05382766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006121623,"about_ca_topic_score_gemma":0.007740173,"domain_scores_codex":[0.966886,0.009336298,0.001367988,0.002195212,0.00702364,0.01319091],"domain_scores_gemma":[0.8731391,0.01626963,0.003949365,0.002970435,0.019283,0.08438847],"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":[0.0001250257,0.000280694,0.001734341,0.0002855471,0.0001092343,0.0005564829,0.0009350462,0.0002789189,0.0004654464,0.1579881,0.7810385,0.05620266],"study_design_scores_gemma":[0.00007596211,0.00007399314,0.0009408115,0.0005415964,0.00001943652,0.0001814288,0.001515556,0.0001295646,0.0001630033,0.03951765,0.9567978,0.00004325174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001148864,0.007405396,0.001571043,0.9502594,0.0169552,0.00002576836,0.00007838417,0.00009987431,0.02245602],"genre_scores_gemma":[0.06171435,0.010577,0.009758985,0.8705558,0.01007842,0.0001211245,0.0003604487,0.0002092166,0.03662465],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05026872,"threshold_uncertainty_score":0.2658496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2326204308663318,"score_gpt":0.3459176729950999,"score_spread":0.1132972421287681,"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."}}