{"id":"W2050451112","doi":"10.1089/omi.2011.0152","title":"Opportunities and Challenges for the Life Sciences Community","year":2012,"lang":"en","type":"article","venue":"OMICS A Journal of Integrative Biology","topic":"Research Data Management Practices","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Science Foundation","keywords":"Big data; Alliance; Resource (disambiguation); Data science; Political science; Engineering ethics; Computer science; Engineering","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":[0.0697742,0.001374842,0.002070678,0.004558222,0.01997198,0.0334777,0.005976802,0.03324009,0.02965349],"category_scores_gemma":[0.04083274,0.001038822,0.002862874,0.004319273,0.01348654,0.03795541,0.03632999,0.03332116,0.01137792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006403976,"about_ca_system_score_gemma":0.07639223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003487177,"about_ca_topic_score_gemma":0.005247688,"domain_scores_codex":[0.9678808,0.01292414,0.001415199,0.002620631,0.008228716,0.006930482],"domain_scores_gemma":[0.886363,0.0266432,0.002488562,0.003727073,0.02026196,0.0605161],"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":[0.0001756668,0.0005043992,0.002189243,0.001090476,0.00005464245,0.001150378,0.007713096,0.000406969,0.001339575,0.2205449,0.6457075,0.1191232],"study_design_scores_gemma":[0.00003804763,0.00006621516,0.0004801166,0.0006381304,0.00001227747,0.0002919374,0.01288836,0.0003334533,0.0001891789,0.1299408,0.8550619,0.00005949095],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001679978,0.01216277,0.00157138,0.966584,0.009458819,0.00004441312,0.0001437867,0.00008981696,0.008265181],"genre_scores_gemma":[0.07968103,0.06525381,0.02496757,0.743453,0.03748743,0.000806082,0.00151569,0.0003100089,0.04652533],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0697742,"threshold_uncertainty_score":0.3690056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5156816781593903,"score_gpt":0.4344378881334908,"score_spread":0.08124379002589949,"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."}}