{"id":"W2922412233","doi":"10.1016/j.plrev.2019.03.002","title":"First among equals","year":2019,"lang":"en","type":"review","venue":"Physics of Life Reviews","topic":"Diffusion and Search Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Emory University","keywords":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004655508,0.0004104294,0.002288356,0.00003977622,0.0000348114,0.00002157826,0.0006108102,0.0002753732,0.00003249625],"category_scores_gemma":[0.0002985435,0.0003100907,0.001299289,0.0001785406,0.00009206757,0.000004138269,0.0003437131,0.000216578,0.0002963931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001480753,"about_ca_system_score_gemma":0.0002619753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000664767,"about_ca_topic_score_gemma":0.000006160004,"domain_scores_codex":[0.9979252,0.0002360041,0.0009082112,0.0004603236,0.0002019189,0.0002683162],"domain_scores_gemma":[0.9978478,0.00004907635,0.000825365,0.001053928,0.00007382271,0.0001499863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002530051,0.0001056665,0.00001511731,0.05065271,0.0001423105,4.015446e-7,0.00000692861,0.00000311363,0.000009592153,0.0005691055,0.006268193,0.9422243],"study_design_scores_gemma":[0.00009258356,0.00006330407,0.000001015269,0.007018492,0.000240336,8.362946e-7,0.000001294071,0.00001764972,0.000002939397,0.00003214343,0.9922249,0.0003044931],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006855183,0.9958555,0.0006250125,0.000006460813,0.0001808417,0.001143555,0.00007798547,0.000005999384,0.002097828],"genre_scores_gemma":[0.000005299067,0.9969321,0.0002522235,0.00007918763,0.0004340144,0.00009157274,0.0005727315,0.00006562275,0.00156721],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9859567,"threshold_uncertainty_score":0.9999351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1203728944997794,"score_gpt":0.37993120024377,"score_spread":0.2595583057439907,"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."}}