{"id":"W6968856720","doi":"10.5281/zenodo.3530683","title":"Best Colleague and Role Model","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Earthquake and Disaster Impact Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Wish; Government (linguistics)","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":[0.01081542,0.001669701,0.001576704,0.001858721,0.02217986,0.01745283,0.005053691,0.008833057,0.1101148],"category_scores_gemma":[0.03999543,0.0008521606,0.0009122864,0.0008741469,0.006033316,0.01345398,0.01558205,0.02279627,0.1038336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007597426,"about_ca_system_score_gemma":0.01601131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00756459,"about_ca_topic_score_gemma":0.01441623,"domain_scores_codex":[0.9802714,0.006956038,0.0005769776,0.002337513,0.006073613,0.003784474],"domain_scores_gemma":[0.9147394,0.002408922,0.001264503,0.001490419,0.01537573,0.06472108],"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":[0.00002424555,0.00009093716,0.0004074279,0.00005876689,0.00000538156,0.0004337118,0.004791814,0.00003154938,0.0001285839,0.01003612,0.9695457,0.01444588],"study_design_scores_gemma":[0.00002436504,0.0001090246,0.0002734651,0.0003440782,0.000005626132,0.001727761,0.02015368,0.0001095483,0.00007815586,0.003954953,0.9731574,0.00006200115],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004102006,0.004314487,0.005109067,0.7190456,0.1077759,0.0003705253,0.0003613551,0.001001907,0.157919],"genre_scores_gemma":[0.04381994,0.0037965,0.004241809,0.3182676,0.007915819,0.0008556675,0.0002859637,0.00120358,0.6196131],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1101148,"threshold_uncertainty_score":0.3683708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04087518143712934,"score_gpt":0.2791298942601573,"score_spread":0.2382547128230279,"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."}}