{"id":"W2886460306","doi":"10.1126/science.361.6402.618","title":"How to start a research lab","year":2018,"lang":"en","type":"article","venue":"Science","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research","funders":"","keywords":"Data science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04529926,0.00006599233,0.00009294009,0.001144086,0.001306286,0.004495077,0.004365655,0.00001434284,0.000201247],"category_scores_gemma":[0.02143662,0.00004510689,0.00002447883,0.0116221,0.001974941,0.0007608124,0.00249334,0.00009695996,0.006969043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006717929,"about_ca_system_score_gemma":0.0002389769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003179265,"about_ca_topic_score_gemma":0.00009370973,"domain_scores_codex":[0.9920312,0.0001447854,0.0002061147,0.001257061,0.005672192,0.00068866],"domain_scores_gemma":[0.9951361,0.0005241181,0.0000442847,0.002147339,0.00180431,0.0003438587],"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":[0.00001451483,0.00005282707,0.003044709,0.000001213825,0.000001422051,0.000008143267,0.002620894,0.00001623604,0.01209899,0.02117566,0.6396357,0.3213297],"study_design_scores_gemma":[0.00005285327,0.0001431996,0.015137,0.000007521912,4.409193e-7,0.000001552358,0.001942657,0.002446124,0.003022212,0.01516746,0.9619926,0.00008643571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8732188,0.00002068528,0.02258068,0.02286006,0.00378525,0.0003160445,0.00001074365,0.00008935398,0.07711837],"genre_scores_gemma":[0.9476182,2.827018e-7,0.006668414,0.0004541896,0.0002272317,0.000004219904,2.211314e-7,0.000002634619,0.04502464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3223568,"threshold_uncertainty_score":0.9999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5288937818722437,"score_gpt":0.5430051540299639,"score_spread":0.01411137215772018,"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."}}