{"id":"W4306902089","doi":"10.1126/science.adf3415","title":"Lost in a sea of faces","year":2022,"lang":"en","type":"article","venue":"Science","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Oceanography; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.009848787,0.00124733,0.002088719,0.002315528,0.02398121,0.02405649,0.001783316,0.0081131,0.04602998],"category_scores_gemma":[0.03235398,0.0007323994,0.001115213,0.001705179,0.03658171,0.03458986,0.0169313,0.03202541,0.01546258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005123053,"about_ca_system_score_gemma":0.007631921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007925994,"about_ca_topic_score_gemma":0.01036417,"domain_scores_codex":[0.9916455,0.002968619,0.0002591927,0.0009969806,0.002410589,0.001719044],"domain_scores_gemma":[0.9871292,0.002476666,0.0005820308,0.001744569,0.00382977,0.004237837],"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":[0.0002253908,0.00007750506,0.001413559,0.0001258516,0.00008276416,0.0005574711,0.02327649,0.0002636854,0.000484546,0.3922402,0.5243476,0.05690487],"study_design_scores_gemma":[0.00002052565,0.00004444992,0.0004435546,0.0003098096,0.00001284739,0.0003042518,0.0282916,0.0001681963,0.00009583327,0.1637981,0.8064533,0.00005754552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01650926,0.02175437,0.01210666,0.6782286,0.04792189,0.00005714394,0.0004172881,0.0006365232,0.2223683],"genre_scores_gemma":[0.3925963,0.009977295,0.008886381,0.248076,0.02019136,0.0001912556,0.0004878003,0.001727895,0.3178658],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04602998,"threshold_uncertainty_score":0.1539856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08497298764896494,"score_gpt":0.4187615605705307,"score_spread":0.3337885729215657,"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."}}