{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02629119,0.003141619,0.001384787,0.002666707,0.02034076,0.02518396,0.006332791,0.01572933,0.1877592],"category_scores_gemma":[0.06355348,0.002878998,0.003150277,0.001390636,0.01101493,0.02799772,0.02144868,0.029457,0.2365943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0052287,"about_ca_system_score_gemma":0.02486322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006917095,"about_ca_topic_score_gemma":0.00999426,"domain_scores_codex":[0.9658766,0.01342354,0.001363063,0.004366896,0.0105802,0.004389688],"domain_scores_gemma":[0.9029006,0.01049314,0.002522339,0.01366107,0.02099298,0.04942991],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007448229,0.0003762656,0.0005975151,0.0003031885,0.00002272275,0.0006974537,0.002464432,0.0001884401,0.001123611,0.02276954,0.9114822,0.05990013],"study_design_scores_gemma":[0.00005402337,0.0001231166,0.0002804688,0.000313777,0.000008786022,0.0003387966,0.003403707,0.00008451009,0.00029749,0.01279298,0.9822474,0.00005495633],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.003798184,0.008763917,0.1030809,0.4712002,0.07265821,0.004196825,0.001277714,0.02168096,0.3133431],"genre_scores_gemma":[0.03070218,0.007629057,0.2400557,0.2766161,0.01806309,0.008510917,0.002093009,0.01010102,0.406229],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9737088,"threshold_uncertainty_score":0.6281171,"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."}}