{"id":"W2766398376","doi":"10.15252/embr.201745118","title":"Don't just dump your data and run","year":2017,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Business","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.008363917,0.002364461,0.002103587,0.003337332,0.002425582,0.00627066,0.003175761,0.002447416,0.1099193],"category_scores_gemma":[0.04895697,0.002130693,0.002006674,0.003426928,0.002258019,0.00987384,0.00370215,0.00793078,0.1757391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001198181,"about_ca_system_score_gemma":0.003234602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008387462,"about_ca_topic_score_gemma":0.007853143,"domain_scores_codex":[0.9949864,0.0009897824,0.0003940959,0.0009310364,0.002306395,0.0003922593],"domain_scores_gemma":[0.9548555,0.007237434,0.001512578,0.02311915,0.01012639,0.003149004],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005972517,0.0001695487,0.003056651,0.0005047184,0.0002227745,0.0001594874,0.0004421699,0.0003170578,0.004019468,0.00247964,0.8548602,0.1331711],"study_design_scores_gemma":[0.0002829329,0.0001452415,0.004394554,0.0005172786,0.0001321594,0.0004733545,0.0005046852,0.00213592,0.01195186,0.01576662,0.9633833,0.0003119764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"commentary","genre_scores_codex":[0.0155412,0.003424407,0.2639828,0.07415752,0.0259329,0.002280249,0.08916117,0.4424638,0.08305585],"genre_scores_gemma":[0.0576623,0.004477449,0.5072861,0.04621845,0.005289685,0.004054607,0.08311155,0.1587913,0.1331087],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9968243,"threshold_uncertainty_score":0.3677166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04967829423742637,"score_gpt":0.3077954008174544,"score_spread":0.2581171065800281,"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."}}