{"id":"W2384420431","doi":"10.1038/533s70a","title":"Perspective: Science is still too closed","year":2016,"lang":"en","type":"article","venue":"Nature","topic":"Intellectual Property and Patents","field":"Business, Management and Accounting","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Structural Genomics Consortium","funders":"","keywords":"Perspective (graphical); Data science; Computer science; Computational biology; Biology; Artificial intelligence","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02127,0.0009125337,0.001656492,0.001621107,0.007446159,0.0170284,0.002507538,0.02987157,0.01739896],"category_scores_gemma":[0.04419274,0.0004430315,0.001105993,0.001609215,0.03089809,0.03232858,0.006922125,0.04996418,0.005699178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007589044,"about_ca_system_score_gemma":0.01342388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008949641,"about_ca_topic_score_gemma":0.009045317,"domain_scores_codex":[0.9836969,0.005265771,0.000689163,0.00269435,0.006233517,0.001420364],"domain_scores_gemma":[0.9543369,0.02576572,0.001623024,0.002960669,0.009812513,0.005501214],"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":[0.00005931182,0.00002981934,0.0002386953,0.0002185172,0.00002358744,0.0001247429,0.0006691653,0.0001077038,0.000250866,0.4171478,0.5682772,0.01285268],"study_design_scores_gemma":[0.00002893752,0.00002888097,0.000230323,0.0002809088,0.00001057981,0.0001327872,0.00122098,0.00009980564,0.0001537239,0.3069504,0.6908295,0.00003326504],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002269215,0.004275492,0.0005244435,0.9779945,0.008959965,0.00000333983,0.00004560296,0.00002971556,0.007939982],"genre_scores_gemma":[0.01769885,0.006714154,0.001136825,0.9533965,0.0122779,0.00002691128,0.00007572537,0.00008646277,0.008586708],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9974924,"threshold_uncertainty_score":0.1124879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04943590252444408,"score_gpt":0.254905685157309,"score_spread":0.205469782632865,"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."}}