{"id":"W2090950329","doi":"10.3389/fpls.2011.00034","title":"The iPlant Collaborative: Cyberinfrastructure for Plant Biology","year":2011,"lang":"en","type":"article","venue":"Frontiers in Plant Science","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":463,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; Cancer Care Ontario; Ontario Institute for Cancer Research","funders":"National Science Foundation","keywords":"Cyberinfrastructure; Data science; Computer science; Grand Challenges","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":[0.0125378,0.002094198,0.00134792,0.003259485,0.003445307,0.01132723,0.005429633,0.004078452,0.04767489],"category_scores_gemma":[0.01665084,0.001148248,0.001630155,0.003949813,0.002518108,0.01425731,0.01291871,0.007349811,0.02299614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003157041,"about_ca_system_score_gemma":0.00978383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004795902,"about_ca_topic_score_gemma":0.004172542,"domain_scores_codex":[0.993526,0.001670689,0.0002774011,0.0009897284,0.002820634,0.0007156821],"domain_scores_gemma":[0.9752285,0.004828491,0.0007893235,0.007083255,0.003888896,0.008181463],"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":[0.0002859476,0.0003525086,0.0009545442,0.0005537861,0.00007775506,0.0002767841,0.001020557,0.005896127,0.005309837,0.1149695,0.6437251,0.2265776],"study_design_scores_gemma":[0.0001005492,0.00010107,0.0005838344,0.0001526473,0.00002191706,0.0002042288,0.0001234849,0.008405254,0.002685184,0.03716903,0.9504082,0.00004462483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007530277,0.00911569,0.6500845,0.03127377,0.004881009,0.001026316,0.007343576,0.06179461,0.2269502],"genre_scores_gemma":[0.04635575,0.008044489,0.7416103,0.003506913,0.002180193,0.002057455,0.04354582,0.01936319,0.1333359],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9945704,"threshold_uncertainty_score":0.1594884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009553981962646054,"score_gpt":0.2243296175547628,"score_spread":0.2147756355921168,"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."}}