{"id":"W2971893756","doi":"10.1038/d41586-019-02620-6","title":"A project-management tool from the tech industry could benefit your lab","year":2019,"lang":"en","type":"article","venue":"Nature","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Scrum; Skepticism; Agile software development; Engineering management; Computer science; Engineering; Engineering ethics; Knowledge management; Software engineering; Software; Philosophy; Epistemology; Software development","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01621918,0.001779549,0.001624646,0.004110679,0.002295113,0.007926384,0.003166385,0.002543245,0.1414486],"category_scores_gemma":[0.03880027,0.001065626,0.001349926,0.004248281,0.001107776,0.01015626,0.006010243,0.00394826,0.08053253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219828,"about_ca_system_score_gemma":0.004644654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000819116,"about_ca_topic_score_gemma":0.002038224,"domain_scores_codex":[0.993536,0.001708792,0.000542729,0.0008243754,0.002775051,0.0006131715],"domain_scores_gemma":[0.9130682,0.01541245,0.002706117,0.02133977,0.02450226,0.02297113],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004394182,0.0008229836,0.003896565,0.0002173974,0.00005837745,0.0002073165,0.0004498335,0.0004539103,0.007564663,0.01077094,0.6581832,0.3169354],"study_design_scores_gemma":[0.0004323652,0.0005668727,0.005794251,0.0002426441,0.00009381746,0.0004766427,0.0009886477,0.007862074,0.01354805,0.05756743,0.9120859,0.0003412893],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.01793247,0.001194544,0.5732114,0.08429217,0.01749378,0.001321044,0.01581416,0.1609608,0.1277796],"genre_scores_gemma":[0.1063532,0.001801086,0.5542288,0.02303668,0.006159368,0.002430946,0.02038194,0.03748604,0.2481219],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9837808,"threshold_uncertainty_score":0.4731926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03790771861474932,"score_gpt":0.2920808687274377,"score_spread":0.2541731501126883,"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."}}